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Лучшие бесплатные курсы и ресурсы для изучения машинного обучения

В этой статье я собрал огромную коллекцию курсов, книг, и ресурсов для всех, кто любит и изучает машинное обучение. Сохраняйте себе эту подборку, чтобы не потерять, по мере выхода новых курсов, подборка будет обновляться.

Благодаря этим бесплатным курсам, вы сможете расширить свои знания и навыки в области машинного обучения, data science и искусственного интеллекта, повысить свою конкурентоспособность на рынке труда и открыть для себя новые возможности в карьере. Независимо от вашего уровня подготовки и опыта, вам обязательно найдется курс, который поможет вам достичь ваших целей.

Платные курсы могут оказаться достаточно затратными, особенно для новичков в области машинного обучения. При наличии достаточной мотивации и желания можно успешно освоить эту область без необходимости тратить деньги на платные курсы.

Курсы по алгоритмам машинного обучения

📌 Алгоритмы Машинного обучения с нуля

В данном курсе Вы реализуете с нуля все основные алгоритмы классического машинного обучения на чистом Python, Pandas и NumPy.

📂 Курс

📌 Machine Learning for Beginners — A Curriculum

Свежий курс от Microsoft. Курс содержит 26 уроков и 52 упражнения. В нем раскрыты такие темы, как построение регрессионных моделей, обработка данных, методы кластеризации, введение в nlp.

📂 Курс

📌 Основы науки о данных: Кластеризация K‑Means в Python

Основное внимание на курсе уделяется базовым математическим, статистическим и программированием навыкам, необходимым для типичных задач анализа данных.

Вы рассмотрите эти фундаментальные концепции на примере задачи кластеризации данных и будете использовать этот пример для изучения базовых навыков программирования, которые необходимы для изучения машинного обучения.

📂 Курс

📌 Machine Learning

Канал с гадами и последними инструментами по машинному обучению, простой способ следить за последними новинками и свежими новостями из мира МО.

📂 Ссылка

📌 Свежий ИИ самоучитель Learn Anything Learn Anything

ИИ‑самоучитель Learn Anything — идеальный инструмент для освоения любых навыков. Нейронная сеть преобразует абстрактные желания и ваши запросы в структурированный учебный план, предоставляя статьи, руководства и видеоуроки.

📂 Ссылка

📌 Дизайн систем машинного обучения. Введение для начинающих.

Основная цель курса — развить кругозор и «насмотренность» будущих создателей ML‑систем. Есть даже раздел про большие языковые модели. Курс содержит: 15 видеолекций, 14 семинаров, создание собственного проекта.

📂 Курс

📌 Курс по машинному обучению «ИИ Старт» — продвинутый уровень

Вы познакомитесь с важными аспектами машинного обучения: продвинутые алгоритмы машинного обучения (бустинг, SVM, кластеризация и методы понижения размерности), обработка естественного языка с помощью нейросетей, внедрение нейросетей в Telegram‑ботов. Практические задания приближены к задачам, которые специалисты по ИИ встречают в работе.

📂 Курс

📌 Введение в компьютерный интеллект. Машинное обучение.

Новоый спецкурса, посвященный классическим алгоритмам машинного обучения (теория + практика).

📂 Курс

📌 Новый бесплатный открытый курс по нейронауке для людей с бэкграундом в машинном обучении.

Хороший курс для углубления в вычислительную нейронауку. Курс состоит из 34 коротких видеороликов, начиная с вводных тем и заканчивая недавними открытиями, которые мы до сих пор до не изучены. Кроме того, в курсе есть практические упражнения в Google Colab.

📂 Курс

📌 Введение в машинное обучение

Курс «Введение в машинное обучение» Константина Воронцова рассматривает популярные задачи, решаемые с помощью машинного обучения, такие как классификация, регрессия и кластеризация. Слушателю необходимо иметь представление об основных математических понятиях, таких как функции, производные, векторы и матрицы, а также базовые навыки программирования и знакомство с языком Python.

📌 Машинное обучение для больших данных 2023/2024, ПМИ ФКН ВШЭ

Курс «Машинное обучение для больших данных семинар», программа «Прикладная математика и информатика», НИУ ВШЭ Лектор — Алексей Космачев

📂 Курс

📌 DS Github

Обновляемая структурированная подборка бесплатных ресурсов по тематикам Data Science и Machine Learning: курсы, открытые базы данных и датасеты, источники информации и т. д.

📂 Ссылка

📌 Нейронные сети

В рамках данного курса слушатели познакомятся с теоретическими и практическими основами искусственных нейронных сетей. Слушатели научатся применять нейронные сети для решения широкого круга задач из области анализа данных.

📂 Курс

📌 Большая подборка полезных каналов по машинному обучению.

Здесь есть все от ресурсов с вакансиями и фриланс‑проектами до подробного разбора вопросов с собеседований.

📂 Папка

📌 Совсем свежий 4-часовой курс по ML

В этом ролике затронуты самые важные понятия ML и смежных областей, помимо теории, есть много кода и практических заданий (например, прогнозирование стоимости жилья).

📂 Курс

Курсы по математике для аналитиков данных

📌 Большая подборка курсов по статистике и теории вероятностей

Математика — это краеугольный камень Data Science. Хотя некоторые теоремы, аксиомы и формулы кажутся слишком абстрактными и далекими от практики, на самом деле без них невозможно по‑настоящему глубоко анализировать и систематизировать огромные массивы данных.

📂 Ссылка

📌 Прикладная математика для машинного обучения

Курс для студентов без математического бэкграунда. В курсе изложены основные понятия необходимые для понимания методов, на которых строится машинное обучение и модели нейронных сетей. Также целью курса является разъяснть как могут быть преобразованы и представлены данные для последующего обучения моделей на них.

📂 Курс

📌 100 уроков математики от Алексея Савватеева!

Идея этого курса — рассказать про математику. Но не про школьную математику, а про математику, которой занимаются настоящие Математики. Можно сказать, что это курс мехматовской математики в изложении, пригодном даже для детей. Если все понятно и очень интересно — то вам сюда!

📂 Курс

📌 Linear Algebra Refresher Course

Это бесплатный курс для изучения основ линейной алгебры.

📂 Курс

📌 Data Math

Математика для Дата Саентистов. Полезная математисечкая теория с уклонном в машинное обучени в данном канале.

📂 Ссылка

📌 Seeing‑theory

Изучите основы теории вероятностей и статистики c Университетом Брауна. В курсе предоставлены наглядные, интерактивные визуализации, которые помогут вам в обучении.

📂 Курс

📌 Intro to Inferential Statistics

Отличный продвинутый курс — «Введение в описательную статистику».

📂 Курс

📌 Eigenvectors and Eigenvalues

Это очень короткий курс, в котором вы изучите линейные преобразования, векторы, метод главных компонентов.

📂 Курс

📌 Differential Equations in Action

В этом курсе 7 уроков. В нем вы научитесь находить решения систем дифференциальных уравнений.

📂 Курс

📌 Intro to Statistics

Курс «Введение в статистику» — это совершенно БЕСПЛАТНЫЙ курс для начинающих. Курс ведет сооснователь Udacity Себастьян Трун. Структура курса интересна и увлекательна для начинающих.

📂 Курс

📌 Статистическое мышление и анализ данных.

Этот курс представляет собой введение в статистический анализ данных. Темы курса охватывают области прикладной вероятности, выборки, оценки, проверки гипотез, линейной регрессии, дисперсионного анализа, категориального анализа данных и многое другое.

📂 Курс

📌 Machine learning Interview

Разбор вопросов с собеседований по машинному обучению.

📂 Ссылка

📌 Вычисления и анализ данных.

Этот предмет представляет собой введение в теорию вероятностей и анализ данных. Он предназначен для того, чтобы дать студентам знания и практический опыт, необходимые им для интерпретации данных. Основные понятия вероятности вводятся с самого начала, поскольку они обеспечивают систематический способ описания неопределенности.

📂 Курсы

👩‍🎓 Полезный курс комбинаторики на YouTube

Это бесплатный плейлист с лекциями от Райгородского Андрея Михайловича, директора Физтех‑школы прикладной математики и информатики МФТИ.

📂 Курс

Data Science кусры

📌 Python for Data Science: Практика Numpy

В курсе «Python for Data Science» акцент делается на решении множества задач, что позволяет применять полученные знания и вспомнить уже отработанный материал.

📂 Курс

📌 Awesome Data Science: List of Resources for Data Scientists

Тщательно подобранный список Awesome ресурсов по науке о данных: cтатьи, книги, шпаргалки, даатасеты, инструменты, курсы.

📂 Github

📌 Введение в Data Science‎

Курс знакомит слушателей с основами машинного обучения и рассчитан в первую очередь на тех слушателей, которые только начинают свой путь в Data Science. Мы подробно разберем основные теоретические понятия, а также начнем знакомство с библиотеками Pandas и Scikit‑learn — наиболее популярными инструментами для анализа данных и машинного обучения, используя язык программирования Python.

📂 Курс

📌 Анализ данных просто и доступно.

Путеводитель в мир анализа данных. Решая практические задачи, участники познакомятся с основами машинного обучения в увлекательной и доступной форме.

📂 Курс

📌 Бесплатные книги по науке о данных

В этом хранилище содержится коллекция книг, связанных с наукой о данных. Эти книги охватывают различные темы, такие как машинное обучение, глубокое обучение, визуализация данных, статистика и многое другое.

📚 Книги

📌 Анализ данных для социологов

Изучите методы анализа данных для ответа на вопросы, представляющие культурный, социальный, экономический и политический интерес.

📂 Курс

📌 Анализ данных (Введение в Python и обработку таблиц)

Просто, доступно и с чувством юмора расскажем как анализировать данные на языке Python и применять машинное обучение для поиска закономерностей в массивах данных.

📂 Курс

📌 9 лучших бесплатных курсов университета MIT по науке о данных.

Подборка интересных курсов для Дата Саентистов от одного из лучших университетов в мире.

📂 Ссылка

📌 Прикладные задачи анализа данных 2024, майнор ИАД

Курс «Прикладные задачи анализа данных», майнор «Интеллектуальный анализ данных», НИУ ВШЭ Лектор — Михаил Гущин

📂 Курс

Курсы по визуализации данных

📌 Data Science: Visualization (Harvard university)

Изучите основные принципы визуализации данных и способы их применения с помощью ggplot2.

📂 Курс

📌 Курс лаборатории данных

Курс состоят из трёх небольших лекций по теории информационного дизайна и трёх практических примеров по использованию d3.js.

📂 Курс

📌 Psychology of Data Visualization

Курс по психологии визуализации данных, проводимый Майклом Френдли, преподавателем университета в Торонто, представляет собой увлекательное погружение в исторический и психологический контекст визуализации данных. Половина курса посвящена изучению научных исследований о восприятии информации и человеческом факторе в информационном дизайне. Лекции содержат множество новых примеров и ссылок, позволяющих лучше понять принципы работы визуализации данных.

📂 Курс

📌 Data Visualization (Kaggle)

Научитесь создавать красивые и информативные визуализации с этим курсом от Kaggle.

📂 Курс

📌 IBM: Data Analytics and Visualization Capstone Project

Возьмите на себя роль младшего аналитика данных и используйте различные навыки и приемы работы с реальными наборами данных для выполнения практических задачи по визуализации данных.

📂 Курс

📌 Анализ и визуализация данных с помощью Power BI (Davidson)

Развивайте свои аналитические способности и осваивайте один из самых востребованных профессиональных навыков в Data science.

📂 Курс

📌 Курс Data Visualization and D3.js

Это курс от Udacity, в котором есть теоретическая часть про информационный дизайн и практическая часть про применение d3.js и библиотек основанном на нём.

Курс отличный: он бесплатный, большой и там более подробно рассмотрены основы программирования, есть тесты и задания, а также он содержит кучу ссылок на классные примеры.

📂 Курс

📌 Курс по картограммам

Этот курс будет интересен тем, кто хотел бы визуализировать карты. В курсе есть полезная информация где взять геоданные для России.

📂 Курс

Курсы Deep learning

📌 Открытый курс по глубокому обучению от университета Карнеги — Меллона

Вы начнете обучение с основ вроде полносвязных сетей, а закончится вниманием и новейшими архитектурами глубокого оубчения. Весь код курса — на PyTorch. При этом упор будет как на практику, на и на НЕповерхностную теорию: вам понадобятся начальные знания алгебры и матанализа.
📂 Курс 📂 Код

📌 Deep Learning An MIT Press book

Одна из лучших книг по глубокому обучению. Эта книга признана мл сообществом, и более того — она бесплатная и доступна онлайн. Она содержит полный набор: алгебру, теорвер, базу ML, best practices и теорию DL и разборы известных архитектур.

📓 Книга

📌 Free Course: The Hands‑on Reinforcement Learning course

Обучение с подкреплением — один из способов машинного обучения, в ходе которого испытуемая система обучается, взаимодействуя с некоторой средой.

Это пошаговый практический курс, который поможет вам пройти изучить RL с сымых основ.

📂 Курс

📌 Курс по практическому DL от fastAI

Бесплатный DL курс, предназначенный для людей с некоторым опытом программирования, которые хотят научиться применять глубокое обучение и машинно обучние к практическим задачам.

📂 Курс

📌 Бесплатные Книги для Дата Саентистов

Большая коллекция бесплатных книг и статей по науке о данных. В поиске вы можете найти книгу практически на любую тему.

📓 Ссылка

📌 Stanford CS25: бесплатный курс по Трансформерам от Стэнфорда

На Stanford CS 25 «Transformers United» выступали такие звездные гости, как Андрей Карпаты, Ноам Браун, Лукас Бейер и сам Джефф Хинтон! В рамках этого курса вы изучите основные концепции и принципы работы трансформеров, а также научитесь применять их для решения различных практических задач. Курс будет включать в себя как лекции, так и практические занятия, в ходе которых студенты будут иметь возможность самостоятельно применять полученные знания.

📂 Курс

📌 Курсы Kaggle: бесплатное для начинающих

Курсы от Kaggle по Pandas, Python и SQL, ML. Курсы не только для начинающих, но и для опытных программитоа: Intermediate Machine Learning, NLP, Computer Vision, Feature Engineering, Data Cleaning и другое.

📂 Курс

📌 Глубокое обучение» (Deep Learning)

Отличный курс по нейросетям на русском от Александра Дьяконова.

📂 Курс

📌 Новый беспланый курс по Reinforcement Learning from Human Feedback!

RLHF — это одна из ключевых техник, которая привела к появлению современных LLM.

В этом курсе, который ведет Никита Намджоши, разработчик из GenAI в Google cloud, вы узнаете, как работает RLHF, в том числе как применить его для настройки LLM в собственных приложениях. Вы также воспользуетесь библиотекой с открытым исходным кодом для настройки базового LLM и оцените настроенную модель, сравнив ее ответы до и после RLHF‑настройки.

📂 Курс

📌 Бесплатный курс по обработке естественного языка (NLP) от The Hugging Face

Бесплатный курс по обработке естественного языка (NLP) от The Hugging Face

В этом курсе вы сможете узнать об обработке естественного языка с помощью библиотек из экосистемы Hugging Face.

📂 Курс

📌 Глубинное обучение для текстовых данных

Курс «Глубинное обучение для текстовых данных», ПМИ НИУ ВШЭ Лектор — Александр Шабалин

📂 Курс

📌 Advanced NLP

Продвинутый курс по NLP из Университета Карнеги‑Меллона.

📂 Курс

Курсы R

📌 Анализ данных в R — Stepik (INT)

В рамках трёхнедельного курса рассматриваются все основные этапы статистического анализа R, считывание данных, предобработка данных, применение основных статистических методов и визуализация результатов. Слушатели научатся основным элементам программирования на языке R, что позволит быстро и эффективно решать широчайший спектр задач, возникающих при обработке данных.

📂 Курс

📌 Анализ данных в R. Часть 2 — Stepik (INT)

Курс продолжает знакомить слушателей с использованием R для анализа данных. В этом курсе мы разберем несколько продвинутых тем, которые не были рассмотрены в первой части: предобработка данных при помощи пакетов data.table и dplyr, продвинутые приемы визуализации, работа в R Markdown.

📂 Курс

📌 Основы программирования на R — Stepik (BEG)

Курс познакомит слушателей с языком R, основными структурами данных и семантическими правилами. Мы также рассмотрим несколько углублённых тем, которые помогут овладеть принципами написания эффективного кода.

📂 Курс

📌 R for Data Science

Этот бесплатный онлайн‑курс поможет получить прочную основу в области визуализации данных и манипулирования ими с помощью R. Направьте свою карьеру в области науки о данных с помощью необходимых навыков и техник.

📂 Курс

📌 Анализ данных в R

В рамках трёхнедельного курса рассматриваются все основные этапы статистического анализа R, считывание данных, предобработка данных, применение основных статистических методов и визуализация результатов. Слушатели научатся основным элементам программирования на языке R, что позволит быстро и эффективно решать широчайший спектр задач, возникающих при обработке данных.

📂 Курс

Курсы по Python

Здесь собрана большая коллекция бесплатных курсов, книг и ресурсов Python в 2024.

📂 Ссылка

Курсы по генеративным моделям

📌 Generative ai for beginners

Недавно Microsoft выпустил новый бесплатный курс для новичков по генеративным моделям. Для прохождения курса необходим доступ к OpenAI API и базовые навыки программирования на Python.

Курс включает в себя 18 уроков, посвященных основам работы с крупными языковыми моделями, искусственными интеллектами, а также способам применения этих знаний в разработке собственных проектов.

📂 Курс

📌 Огромный бесплатный курс от Google по искусственному интеллекту.

За 32 часа на курсе вы научитесь основам нейросети с нуля. Внутри — 5 модулей про Generative AI, LLM и Responsible AI от топовых кураторов из Google. Никакой воды, только теория и практика.

📂 Курс

Nvidia совсем недавно опубликовала в открытом доступе бесплатные обучающие курсы для пользователей любого уровня подготовки по нейросетям и нейромоделям для понимания работы ИИ.

⏩ объяснение генеративного ИИ: базированный 2-часовой курс, который подробно объяснит устройство нейронок, их применение и возможности;

⏩ создаём «мозг» за 10 минут: объяснит, как нейронка обучается на данных и покажет всю математику у неё под капотом;

⏩ введение в ИИ в центре обработки данных: всё про машинное обучение и глубокое обучение; какие есть фреймворки и как видеокарты двигают ИИ;

⏩ усиливаем свою LLM с помощью RAG: объяснит всю базу по генерации с дополненной выборкой;

⏩ создание своих RAG‑агентов: мощнейший 8-часовой курс про масштабируемые стратегии развертывания для LLM и векторные базы данных;

⏩ ускорение работы с Data Science без изменения кода: всё об обработке данных и машинном обучении без переписываний кода;

⏩ усиление рекомендательных систем с помощью ИИ: курс‑коллаб NVIDIA и YouTube;

⏩ устройство сетей: база про протоколы TCP/IP и Ethernet — необходимо для понимания процессов обработки данных.

Бесплатные курсы по большим языковым моделям:

📌 Huggingface NLP course

В этом курсе вы сможете узнать об обработке естественного языка с помощью библиотек из экосистемы Hugging Face. Трансформеры, работа с датасетами, токенизаторы, llm. Курс совершенно бесплатный и не содержит никакой рекламы.

Главы с 1 по 4 знакомят с основными концепциями библиотеки Transformers. К концу первой части курса вы будете знать, как работают модели‑трансформеры и сможете использовать модель из Hugging Face Hub, доработать ее на собственном датасете и поделиться своими результатами на Hub.

В главах с 5 по 8 вы узнаете об основах работы с датасетами HF и токенизаторами, а затем решите классические задачи НЛП. К концу этой части вы сможете самостоятельно решать самые распространенные проблемы НЛП.

Главы с 9 по 12 выходят за рамки НЛП и рассказывают о том, как модели Transformer можно использовать для решения задач в области обработки речи и компьютерного зрения. Попутно вы узнаете, как создавать демонстрационные версии своих моделей и делиться ими, а также оптимизировать их для использования в производственных средах. К концу этой части вы будете готовы применять библиотеки для решения (почти) любой задачи машинного обучения!

📂 Курс

📌 Открытая книга для специалистов в области AI и ML

Книга состоит из 3 глав.

⏩ Глава 1: Освоение OpenAI API

Первая глава знакомит читателей с API ChatGPT. Предоставлена дорожная карта для понимания ключевых стратегий, включая модерацию, Machine Reasoning и Prompt Chaining.

⏩ Глава 2: LangChain

Вторая глава посвящена практике использования LangChain. Описан процесс разработки, от настройки среды до внедрения передовых методик извлечения информации (Document Loaders, Text Splitters, Semantic Search, RAG Systems).

⏩ Глава 3: ML Ops для LLMs, или LLMOps

Третья глава представляет собой руководство по интеграции LLM в рабочие процессы.

Описываются ключевые этапы от выбора модели до ее развертывания и мониторинга.

Стоит учитывать, что книга не может охватить много аспектов, по‑большей части всё вокруг прикручивания готового чат‑бота для своих целей

Но при всё при этом можно найти для себя много всего полезного

📚 Книга

📌 LLM University

Бесплатный курс от Cohere о том как работают эмбединги, механизм внимания, трансформеры, генерация текста и как всё это применять для реальных задач.

Еще в курсе рассказывают про промпт‑инжиниринг и дается несколько примеров того как все это применять к задачам вроде document QA, semantic search (w Langchain) и так далее.

Курс дает представление о том, как работают LLM, их практическом применении, и направляет учащихся на использование LLM для создания и развертывания собственных приложений.

Теоретическая часть курса изложена понятно, с использованием аналогий и примеров и наглядных иллюстраций, а практическая часть содержит примеры кода, которые помогут вам закрепить полученные знания. Курс регулярно обновляется.

📂 Курс

📌 DeepLearningAI

Компания LangChain не так давно выпустила курс о последних достижениях в области LLM и о создания диалоговых агентов.

В курсе особое внимание уделено введению в синтаксиса — LangChain Expression Language (LCEL), который позволяет настраивать поведение агентов.

Участники курса учатся генерировать структурированный вывод с помощью вызова функций, использовать LCEL для настройки обработки запросов, применять вызовы функций для тегирования данных и понимать маршрутизацию запросов с помощью инструментов LangChain.

Для начала лучше иметь базовое знание Python и опыт написания промптов для языковых моделей.

Прохождение этого курса предоставляет хорошую возможность изучить новейшие инструменты для создания диалоговых агентов на основе искусственного интеллекта и улучшить свои навыки в этой области!

А здесь вы можете найти всю коллекцию бесплатных курсов от Deeplearning.ai, созданных в сотрудничестве со многими компаниями, такими как LangChain, OpenAI, Google, Weights & Biases, Microsoft и другими.

📂 Курс

📌 Weights_biases course

В этом курсе рассказывается, как создавать приложения на базе LLM, используя API, Langchain и W&B Prompts. В нем рассказывается про разработку, тестирование и проведение экспериментов и создание приложений на основе на LLM.

Для прохождения курсы нужен опыт работы на Python, но знание алгоритмов машинного обучения не требуются

📂 Курс

📌 Сразу пять бесплатных курсов от Google которые научат вас создавать ИИ и работать с LLM.

Все курсы объясняются доступным языком и знакомят вас с понятием «генеративные модели». Эти курсы дают полное представление о том, как LLM модели обучаются и как создавать их самостоятельно.

После того, как пройдете этот курс, можно будет рассказывать на вечеринке, что учились создавать ChatGPT в Google.

📂 Курс

📌 Databricks курсы

На edX в этом году появились 2 курса от Databricks:

📌 Databricks: Large Language Models: Application through Production

Этот курс предназначен для разработчиков, специалистов по исследованию данных и инженеров, которые хотят создавать приложения, на основе LLM, с помощью самых современных и популярных фреймворков. К концу курса вы напишите свой LLM‑проект, отличный вариант попрактиковаться. Курс расчитан на 6 недель, по 4–10 часов в неделю.

📂 Курс

📌 Databricks: Large Language Models: Foundation Models from the Ground Up

Вы узнаете о том, что привело к распространению моделей на основе трансформеров включая BERT, GPT и T5, и о невероятных прорывах и технологиях LLM, которые привели к появлению таких приложений, как ChatGPT. Кроме того, вы получите представление о последних достижениях в разаработке, которые продолжают улучшать LLM, например Flash Attention, LoRa, AliBi и PEFT.

📂 Курс

📌 LangChain & Vector Databases in Production» от activeloopai, towards_AI и Intel

Серия из трех курсов познакомит слушателей со знаниями и навыками для обучения, тонкой настройки и интеграции LLM в продакшен.

📂 Курс

📌 LLM Bootcamp

Охватывает такие темы, как Prompt Engineering, LLMOps, UX для языковых пользовательских интерфейсов, дополненные языковые модели, быстрая разработка LLM‑приложений, будущие тенденции в LLM, фундаментальные концепции и прохождение askFSDL.

Курс

📌 Новый беспланый курс по Reinforcement Learning from Human Feedback!

RLHF — это одна из ключевых техник, которая привела к появлению современных LLM.

В этом курсе, который ведет Никита Намджоши, разработчик из GenAI в Google cloud, вы узнаете, как работает RLHF, в том числе как применить его для настройки LLM в собственных приложениях.

Вы также воспользуетесь библиотекой с открытым исходным кодом для настройки базового LLM и оцените настроенную модель, сравнив ее ответы до и после RLHF‑настройки.

📂 Курс

📌 Large Language Model Course

Вышла вторая версия популярного бесплатного LLM курса.

Это пошаговое руководство с полезными ресурсами, разделенное на три части: основы LLM, наука больших языковых моделей и инженерия (W.I.P.).

Идеально подходит как для новичков, так и для экспертов в области ML.

📂 GitHub

📌 Building and Evaluating Advanced RAG Applications

Бесплатный курс от deeplearning.ai по сложным техникам RAG (Retrieval Augmented Generation).🦾

В этом курсе преподаются продвинутые техники работы с LLM, которые помогут вам генерировать хорошие и релевантные ответы.

📂 Курс

📌 Development with Large Language Models Tutorial — OpenAI, Langchain, Agents, Chroma

Большие языковые модели (например, ChatGPT) могут помочь вам в решении многих задач.

Например, создание динамических пользовательских интерфейсов, навигация по тоннам текстовых данных и многое другое.

В этом курсе вы узнаете об основах и о том, как использовать LLM в своих проектах.

📂 Видео • Colab notebook, примирение Gpt моделей

Курсы по искусственному интеллекту

📌 Intro to Artificial Intelligence

Курс начинается с основ искусственного интеллекта и его приложений. В рамках этого курса вы познакомитесь с различными алгоритмами поиска, такими как поиск по дереву, поиск по графу, поиск по ширине, поиск по A* и т. д.

📂 Курс

📌 HarvardX: CS50”s Introduction to Artificial Intelligence with Python

Курс от Гарварда, который посвящен AI: в программе теорвер, классический ML, нейросети, NLP, CV, модели Маркова и еще много чего.

📂 Курс

📌 Курс по обучению с подкреплением в робототехнике.

Бесплатный видео курс от профессора Беркли Питера Аббиля в виде лекций на YouTube. Видео последовательно дают представление об RL и обозревают популярные архитектуры обучения роботов.

📂 Курс

📌 Курс «Python для искусственного интеллекта» от МФТИ на платформе Stepik

В рамках этого онлайн‑курса рассматриваются как теоретические, так и практические аспекты, необходимые для успешной работы с ИИ на Python на начальном уровне.

Python. Курс включает в себя 47 тестов и 27 интерактивных задач.

📂 Курс

📌 Linux Foundation — Основы работы с данными и искусственным интеллектом

Вы изучите основы искусственного интеллекта с помощью богатой экосистемы проектов Linux Foundation AI & Data. Этот курс хорошо подходит для любого пользователя ИИ, независимо от профессиональной подготовки и уровня технических знаний.

📂 Курс

📌 Доверенный искусственный интеллект

Курс включает в себя изучение проблем обеспечения доверия к искусственному интеллекту и подходов к их решению, а также свойств, качеств доверенного искусственного интеллекта и понятий, непосредственно связанных с доверием к ИИ, таких как управление рисками ИИ, робастность искусственного интеллекта, объяснимость, функциональная безопасность ИИ.

📂 Курс

📌 Курсы по искусственному интеллекту

Лучшие курсы по искусственному интеллекту от топовых университетов мира.

📂 Курс

📌 Artificial Intelligence Project

Этот курс построен таким образом, чтобы помочь вам применять решения в создании искусственного интеллекта для решения различных задач. Для успешной работы в реальном мире и изучения бизнес‑приложений искусственного интеллекта лучшей практикой является обучение через проекты по созданию ИИ, и в этом курсе вы создадите свой собственный.

📂 Курс

📌 Бесплатный курс от Weights & Biases: Валидация данных в конвейерах ML.

На курсе вы научитесь работать с TensorFlow Data Validation, получите практический опыт проверки данных для создания надежных конвейеров ML.

📂 Курс

📌 Awesome Artificial Intelligence

Github Список кураторских проектов по искусственному интеллекту, книг, видеолекций, курсов, информационных гайдов по искусственному интеллекту, бесплатных книг и статей.

📂 Курс

📌 IBM — курс AI for Everyone.

Узнайте, что такое искусственный интеллект (ИИ), разберитесь в его применении и ключевых понятиях, включая машинное обучение, глубокое обучение и нейронные сети. Хороший базовый курс от IBM.

📂 Курс

📌 Mlcourse.ai

Открытый курс по машинному обучению от OpenDataScience (ods.ai) под руководством Юрия Кашницкого. Имея степень кандидата наук по прикладной математике и уровень мастера Kaggle Competitions, Юрий создал курс по ML с идеальным балансом между теорией и практикой. Курс содержит большое количеством практик в виде заданий и соревнований Kaggle Inclass.

📂 Курс

Курсы ChatGPT и Prompt Engineering

📌 Токенизация в NLP: тонкости и особенности

Андрей Карпати бывший ведущий инженер OpenAI и разработчик автопилота Tesla, выпустил новое видео на своём YouTube‑канале, в котором подробно рассказал о процессе токенизации. Кроме того, он продемонстрировал пример реализации Tokenizer»а, используемого в серии моделей GPT от OpenAI. Материал, нескучный и очень наглядный, поэтому бежим и смотрим!

📂 Видео Репозиторий с объяснениями кода

📌 ChatGPT Prompt Engineering for Developers

Курс предназначен именно для разработчиков. Его создатель легендарный Эндрю Нг. соучредитель и бывший руководитель Google Brain. Идеально для изучения на выходных

📂 Курс

📌 𝗣𝗿𝗮𝗰𝘁𝗶𝗰𝗮𝗹 𝗱𝗲𝗲𝗽 𝗹𝗲𝗮𝗿𝗻𝗶𝗻𝗴 𝗰𝗼𝘂𝗿𝘀𝗲🌻: 𝗭𝗲𝗿𝗼‑𝘀𝗵𝗼𝘁 𝗰𝗹𝗮𝘀𝘀𝗶𝗳𝗶𝗰𝗮𝘁𝗶𝗼𝗻 𝘄𝗶𝘁𝗵 𝗖𝗟𝗜𝗣

Узнайте, как промпт инжиниринг может помочь вам в классификации изображений в бесплатном курсе от dataflowr!

📂 Курс

Prompt Engineering Tutorial — Master ChatGPT and LLM Responses

Изучите техники правильного проектирования промптов, чтобы получить качественные результаты от ChatGPT и других LLM.

📂 Курс

📌 Новый бесплатный курс: Prompt Engineering with Llama 2 от Andrew YNg and и DeepLearning.AI

Llama 2 стала очень важной моделью для всего мира ИИ.

Llama — это не одна модель, а целая коллекция моделей. В этом курсе вы узнаете: — Узнаете о различиях между разными видами Llama 2 и о том, когда следует использовать каждый из них.

В курсе также рассказывается о том, как запустить Llama 2 локально на собственном компьютере.

📂 Курс

📌 Бесплатный курс углубленного анализа данных c ChatGPT

Этот курс входит в специализацию Prompt Engineering

📂 Курс

📌 Prompt Engineering

Изучите методы оперативного проектирования, чтобы получать лучшие результаты от ChatGPT и других LLM.

📂 Курс

📌 ChatGPT Prompt Engineering for Developers

В ChatGPT Prompt Engineering для разработчиков вы узнаете, как использовать большие языковые модели для быстрого создания мощных приложений.

📂 Курс

Заключение

В заключении статьи о лучших бесплатных ресурсах для изучения машинного обучения можно написать следующее:

Надеемся, что представленные в этой статье курсы и ресурсы помогут всем начинающим разработчикам уверенно войти в мир машинного обучения и раскрыть свой потенциал. Делитесь полезными сслыка в комментариях, с другими известными курсы, которые помогли вам. Таким образом, это статья будет постоянно расширяться.

Спасибо за прочтение!

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  • 07.09.23 16:24 CherryTeam

    Cherry Team atlyginimų skaičiavimo programa yra labai naudingas įrankis įmonėms, kai reikia efektyviai valdyti ir skaičiuoti darbuotojų atlyginimus. Ši programinė įranga, turinti išsamias funkcijas ir patogią naudotojo sąsają, suteikia daug privalumų, kurie padeda supaprastinti darbo užmokesčio skaičiavimo procesus ir pagerinti finansų valdymą. Štai keletas pagrindinių priežasčių, kodėl Cherry Team atlyginimų skaičiavimo programa yra naudinga įmonėms: Automatizuoti ir tikslūs skaičiavimai: Atlyginimų skaičiavimai rankiniu būdu gali būti klaidingi ir reikalauti daug laiko. Programinė įranga Cherry Team automatizuoja visą atlyginimų skaičiavimo procesą, todėl nebereikia atlikti skaičiavimų rankiniu būdu ir sumažėja klaidų rizika. Tiksliai apskaičiuodama atlyginimus, įskaitant tokius veiksnius, kaip pagrindinis atlyginimas, viršvalandžiai, premijos, išskaitos ir mokesčiai, programa užtikrina tikslius ir be klaidų darbo užmokesčio skaičiavimo rezultatus. Sutaupoma laiko ir išlaidų: Darbo užmokesčio valdymas gali būti daug darbo jėgos reikalaujanti užduotis, reikalaujanti daug laiko ir išteklių. Programa Cherry Team supaprastina ir pagreitina darbo užmokesčio skaičiavimo procesą, nes automatizuoja skaičiavimus, generuoja darbo užmokesčio žiniaraščius ir tvarko išskaičiuojamus mokesčius. Šis automatizavimas padeda įmonėms sutaupyti daug laiko ir pastangų, todėl žmogiškųjų išteklių ir finansų komandos gali sutelkti dėmesį į strategiškai svarbesnę veiklą. Be to, racionalizuodamos darbo užmokesčio operacijas, įmonės gali sumažinti administracines išlaidas, susijusias su rankiniu darbo užmokesčio tvarkymu. Mokesčių ir darbo teisės aktų laikymasis: Įmonėms labai svarbu laikytis mokesčių ir darbo teisės aktų, kad išvengtų baudų ir teisinių problemų. Programinė įranga Cherry Team seka besikeičiančius mokesčių įstatymus ir darbo reglamentus, užtikrindama tikslius skaičiavimus ir teisinių reikalavimų laikymąsi. Programa gali dirbti su sudėtingais mokesčių scenarijais, pavyzdžiui, keliomis mokesčių grupėmis ir įvairių rūšių atskaitymais, todėl užtikrina atitiktį reikalavimams ir kartu sumažina klaidų riziką. Ataskaitų rengimas ir analizė: Programa Cherry Team siūlo patikimas ataskaitų teikimo ir analizės galimybes, suteikiančias įmonėms vertingų įžvalgų apie darbo užmokesčio duomenis. Ji gali generuoti ataskaitas apie įvairius aspektus, pavyzdžiui, darbo užmokesčio paskirstymą, išskaičiuojamus mokesčius ir darbo sąnaudas. Šios ataskaitos leidžia įmonėms analizuoti darbo užmokesčio tendencijas, nustatyti tobulintinas sritis ir priimti pagrįstus finansinius sprendimus. Pasinaudodamos duomenimis pagrįstomis įžvalgomis, įmonės gali optimizuoti savo darbo užmokesčio strategijas ir veiksmingai kontroliuoti išlaidas. Integracija su kitomis sistemomis: Cherry Team programinė įranga dažnai sklandžiai integruojama su kitomis personalo ir apskaitos sistemomis. Tokia integracija leidžia automatiškai perkelti atitinkamus duomenis, pavyzdžiui, informaciją apie darbuotojus ir finansinius įrašus, todėl nebereikia dubliuoti duomenų. Supaprastintas duomenų srautas tarp sistemų padidina bendrą efektyvumą ir sumažina duomenų klaidų ar neatitikimų riziką. Cherry Team atlyginimų apskaičiavimo programa įmonėms teikia didelę naudą - automatiniai ir tikslūs skaičiavimai, laiko ir sąnaudų taupymas, atitiktis mokesčių ir darbo teisės aktų reikalavimams, ataskaitų teikimo ir analizės galimybės bei integracija su kitomis sistemomis. Naudodamos šią programinę įrangą įmonės gali supaprastinti darbo užmokesčio skaičiavimo procesus, užtikrinti tikslumą ir atitiktį reikalavimams, padidinti darbuotojų pasitenkinimą ir gauti vertingų įžvalgų apie savo finansinius duomenis. Programa Cherry Team pasirodo esanti nepakeičiamas įrankis įmonėms, siekiančioms efektyviai ir veiksmingai valdyti darbo užmokestį. https://cherryteam.lt/lt/

  • 08.10.23 01:30 davec8080

    The "Shibarium for this confirmed rug pull is a BEP-20 project not related at all to Shibarium, SHIB, BONE or LEASH. The Plot Thickens. Someone posted the actual transactions!!!! https://bscscan.com/tx/0xa846ea0367c89c3f0bbfcc221cceea4c90d8f56ead2eb479d4cee41c75e02c97 It seems the article is true!!!! And it's also FUD. Let me explain. Check this link: https://bscscan.com/token/0x5a752c9fe3520522ea88f37a41c3ddd97c022c2f So there really is a "Shibarium" token. And somebody did a rug pull with it. CONFIRMED. But the "Shibarium" token for this confirmed rug pull is a BEP-20 project not related at all to Shibarium, SHIB, BONE or LEASH.

  • 24.06.24 04:31 tashandiarisha

    Web-site. https://trustgeekshackexpert.com/ Tele-Gram, trustgeekshackexpert During the pandemic, I ventured into the world of cryptocurrency trading. My father loaned me $10,000, which I used to purchase my first bitcoins. With diligent research and some luck, I managed to grow my investment to over $350,000 in just a couple of years. I was thrilled with my success, but my excitement was short-lived when I decided to switch brokers and inadvertently fell victim to a phishing attack. While creating a new account, I received what seemed like a legitimate email requesting verification. Without second-guessing, I provided my information, only to realize later that I had lost access to my email and cryptocurrency wallets. Panic set in as I watched my hard-earned assets disappear before my eyes. Desperate to recover my funds, I scoured the internet for solutions. That's when I stumbled upon the Trust Geeks Hack Expert on the Internet. The service claimed to specialize in recovering lost crypto assets, and I decided to take a chance. Upon contacting them, the team swung into action immediately. They guided me through the entire recovery process with professionalism and efficiency. The advantages of using the Trust Geeks Hack Expert Tool became apparent from the start. Their team was knowledgeable and empathetic, understanding the urgency and stress of my situation. They employed advanced security measures to ensure my information was handled safely and securely. One of the key benefits of the Trust Geeks Hack Expert Tool was its user-friendly interface, which made a complex process much more manageable for someone like me, who isn't particularly tech-savvy. They also offered 24/7 support, so I never felt alone during recovery. Their transparent communication and regular updates kept me informed and reassured throughout. The Trust Geeks Hack Expert Tool is the best solution for anyone facing similar issues. Their swift response, expertise, and customer-centric approach set them apart from other recovery services. Thanks to their efforts, I regained access to my accounts and my substantial crypto assets. The experience taught me a valuable lesson about online security and showed me the incredible potential of the Trust Geeks Hack Expert Tool. Email:: trustgeekshackexpert{@}fastservice{.}com WhatsApp  + 1.7.1.9.4.9.2.2.6.9.3

  • 26.06.24 18:46 Jacobethannn098

    LEGAL RECOUP FOR CRYPTO THEFT BY ADRIAN LAMO HACKER

  • 26.06.24 18:46 Jacobethannn098

    Reach Out To Adrian Lamo Hacker via email: [email protected] / WhatsApp: ‪+1 (909) 739‑0269‬ Adrian Lamo Hacker is a formidable force in the realm of cybersecurity, offering a comprehensive suite of services designed to protect individuals and organizations from the pervasive threat of digital scams and fraud. With an impressive track record of recovering over $950 million, including substantial sums from high-profile scams such as a $600 million fake investment platform and a $1.5 million romance scam, Adrian Lamo Hacker has established itself as a leader in the field. One of the key strengths of Adrian Lamo Hacker lies in its unparalleled expertise in scam detection. The company leverages cutting-edge methodologies to defend against a wide range of digital threats, including phishing emails, fraudulent websites, and deceitful schemes. This proactive approach to identifying and neutralizing potential scams is crucial in an increasingly complex and interconnected digital landscape. Adrian Lamo Hacker's tailored risk assessments serve as a powerful tool for fortifying cybersecurity. By identifying vulnerabilities and potential points of exploitation, the company empowers its clients to take proactive measures to strengthen their digital defenses. This personalized approach to risk assessment ensures that each client receives targeted and effective protection against cyber threats. In the event of a security incident, Adrian Lamo Hacker's rapid incident response capabilities come into play. The company's vigilant monitoring and swift mitigation strategies ensure that any potential breaches or scams are addressed in real-time, minimizing the impact on its clients' digital assets and reputation. This proactive stance towards incident response is essential in an era where cyber threats can materialize with alarming speed and sophistication. In addition to its robust defense and incident response capabilities, Adrian Lamo Hacker is committed to empowering its clients to recognize and thwart common scam tactics. By fostering enlightenment in the digital realm, the company goes beyond simply safeguarding its clients; it equips them with the knowledge and awareness needed to navigate the digital landscape with confidence and resilience. Adrian Lamo Hacker services extend to genuine hacking, offering an additional layer of protection for its clients. This may include ethical hacking or penetration testing, which can help identify and address security vulnerabilities before malicious actors have the chance to exploit them. By offering genuine hacking services, Adrian Lamo Hacker demonstrates its commitment to providing holistic cybersecurity solutions that address both defensive and offensive aspects of digital protection. Adrian Lamo Hacker stands out as a premier provider of cybersecurity services, offering unparalleled expertise in scam detection, rapid incident response, tailored risk assessments, and genuine hacking capabilities. With a proven track record of recovering significant sums from various scams, the company has earned a reputation for excellence in combating digital fraud. Through its proactive and empowering approach, Adrian Lamo Hacker is a true ally for individuals and organizations seeking to navigate the digital realm with confidence.

  • 04.07.24 04:49 ZionNaomi

    For over twenty years, I've dedicated myself to the dynamic world of marketing, constantly seeking innovative strategies to elevate brand visibility in an ever-evolving landscape. So when the meteoric rise of Bitcoin captured my attention as a potential avenue for investment diversification, I seized the opportunity, allocating $20,000 to the digital currency. Witnessing my investment burgeon to an impressive $70,000 over time instilled in me a sense of financial promise and stability.However, amidst the euphoria of financial growth, a sudden and unforeseen oversight brought me crashing back to reality during a critical business trip—I had misplaced my hardware wallet. The realization that I had lost access to the cornerstone of my financial security struck me with profound dismay. Desperate for a solution, I turned to the expertise of Daniel Meuli Web Recovery.Their response was swift . With meticulous precision, they embarked on the intricate process of retracing the elusive path of my lost funds. Through their unwavering dedication, they managed to recover a substantial portion of my investment, offering a glimmer of hope amidst the shadows of uncertainty. The support provided by Daniel Meuli Web Recovery extended beyond mere financial restitution. Recognizing the imperative of fortifying against future vulnerabilities, they generously shared invaluable insights on securing digital assets. Their guidance encompassed crucial aspects such as implementing hardware wallet backups and fortifying security protocols, equipping me with recovered funds and newfound knowledge to navigate the digital landscape securely.In retrospect, this experience served as a poignant reminder of the critical importance of diligence and preparedness in safeguarding one's assets. Thanks to the expertise and unwavering support extended by Daniel Meuli Web Recovery, I emerged from the ordeal with renewed resilience and vigilance. Empowered by their guidance and fortified by enhanced security measures, I now approach the future with unwavering confidence.The heights of financial promise to the depths of loss and back again has been a humbling one, underscoring the volatility and unpredictability inherent in the digital realm. Yet, through adversity, I have emerged stronger, armed with a newfound appreciation for the importance of diligence, preparedness, and the invaluable support of experts like Daniel Meuli Web Recovery.As I persist in traversing the digital landscape, I do so with a judicious blend of vigilance and fortitude, cognizant that with adequate safeguards and the backing of reliable confidants, I possess the fortitude to withstand any adversity that may arise. For this, I remain eternally appreciative. Email Danielmeuliweberecovery @ email . c om WhatsApp + 393 512 013 528

  • 13.07.24 21:13 michaelharrell825

    In 2020, amidst the economic fallout of the pandemic, I found myself unexpectedly unemployed and turned to Forex trading in hopes of stabilizing my finances. Like many, I was drawn in by the promise of quick returns offered by various Forex robots, signals, and trading advisers. However, most of these products turned out to be disappointing, with claims that were far from reality. Looking back, I realize I should have been more cautious, but the allure of financial security clouded my judgment during those uncertain times. Amidst these disappointments, Profit Forex emerged as a standout. Not only did they provide reliable service, but they also delivered tangible results—a rarity in an industry often plagued by exaggerated claims. The positive reviews from other users validated my own experience, highlighting their commitment to delivering genuine outcomes and emphasizing sound financial practices. My journey with Profit Forex led to a net profit of $11,500, a significant achievement given the challenges I faced. However, my optimism was short-lived when I encountered obstacles trying to withdraw funds from my trading account. Despite repeated attempts, I found myself unable to access my money, leaving me frustrated and uncertain about my financial future. Fortunately, my fortunes changed when I discovered PRO WIZARD GIlBERT RECOVERY. Their reputation for recovering funds from fraudulent schemes gave me hope in reclaiming what was rightfully mine. With a mixture of desperation and cautious optimism, I reached out to them for assistance. PRO WIZARD GIlBERT RECOVERY impressed me from the start with their professionalism and deep understanding of financial disputes. They took a methodical approach, using advanced techniques to track down the scammers responsible for withholding my funds. Throughout the process, their communication was clear and reassuring, providing much-needed support during a stressful period. Thanks to PRO WIZARD GIlBERT RECOVERY's expertise and unwavering dedication, I finally achieved a resolution to my ordeal. They successfully traced and retrieved my funds, restoring a sense of justice and relief. Their intervention not only recovered my money but also renewed my faith in ethical financial services. Reflecting on my experience, I've learned invaluable lessons about the importance of due diligence and discernment in navigating the Forex market. While setbacks are inevitable, partnering with reputable recovery specialists like PRO WIZARD GIlBERT RECOVERY can make a profound difference. Their integrity and effectiveness have left an indelible mark on me, guiding my future decisions and reinforcing the value of trustworthy partnerships in achieving financial goals. I wholeheartedly recommend PRO WIZARD GIlBERT RECOVERY to anyone grappling with financial fraud or disputes. Their expertise and commitment to client satisfaction are unparalleled, offering a beacon of hope in challenging times. Thank you, PRO WIZARD GIlBERT RECOVERY, for your invaluable assistance in reclaiming what was rightfully mine. Your service not only recovered my funds but also restored my confidence in navigating the complexities of financial markets with greater caution and awareness. Email: prowizardgilbertrecovery(@)engineer.com Homepage: https://prowizardgilbertrecovery.xyz WhatsApp: +1 (516) 347‑9592

  • 17.07.24 02:26 thompsonrickey

    In the vast and often treacherous realm of online investments, I was entangled in a web of deceit that cost me nearly  $45,000. It all started innocuously enough with an enticing Instagram profile promising lucrative returns through cryptocurrency investment. Initially, everything seemed promising—communications were smooth, and assurances were plentiful. However, as time passed, my optimism turned to suspicion. Withdrawal requests were met with delays and excuses. The once-responsive "investor" vanished into thin air, leaving me stranded with dwindling hopes and a sinking feeling in my gut. It became painfully clear that I had been duped by a sophisticated scheme designed to exploit trust and naivety. Desperate to recover my funds, I turned to online forums where I discovered numerous testimonials advocating for Muyern Trust Hacker. With nothing to lose, I contacted them, recounting my ordeal with a mixture of skepticism and hope. Their swift response and professional demeanor immediately reassured me that I had found a lifeline amidst the chaos. Muyern Trust Hacker wasted no time in taking action. They meticulously gathered evidence, navigated legal complexities, and deployed their expertise to expedite recovery. In what felt like a whirlwind of activity, although the passage of time was a blur amidst my anxiety, they achieved the seemingly impossible—my stolen funds were returned. The relief I felt was overwhelming. Muyern Trust Hacker not only restored my financial losses but also restored my faith in justice. Their commitment to integrity and their relentless pursuit of resolution were nothing short of remarkable. They proved themselves as recovery specialists and guardians against digital fraud, offering hope to victims like me who had been ensnared by deception. My gratitude knows no bounds for Muyern Trust Hacker. Reach them at muyerntrusted @ m a i l - m e . c o m AND Tele gram @ muyerntrusthackertech

  • 18.07.24 20:13 austinagastya

    I Testify For iBolt Cyber Hacker Alone - For Crypto Recovery Service I highly suggest iBolt Cyber Hacker to anyone in need of bitcoin recovery services. They successfully recovered my bitcoin from a fake trading scam with speed and efficiency. This crew is trustworthy, They kept me updated throughout the procedure. I thought my bitcoin was gone, I am so grateful for their help, If you find yourself in a similar circumstance, do not hesitate to reach out to iBolt Cyber Hacker for assistance. Thank you, iBOLT, for your amazing customer service! Please be cautious and contact them directly through their website. Email: S u p p o r t @ ibolt cyber hack . com Cont/Whtp + 3. .9 .3. .5..0. .9. 2. 9. .0 .3. 1 .8. Website: h t t p s : / / ibolt cyber hack . com /

  • 27.08.24 12:50 James889900

    All you need is to hire an expert to help you accomplish that. If there’s any need to spy on your partner’s phone. From my experience I lacked evidence to confront my husband on my suspicion on his infidelity, until I came across ETHICALAHCKERS which many commend him of assisting them in their spying mission. So I contacted him and he provided me with access into his phone to view all text messages, call logs, WhatsApp messages and even her location. This evidence helped me move him off my life . I recommend you consult ETHICALHACKERS009 @ gmail.com OR CALL/TEXT ‪+1(716) 318-5536 or whatsapp +14106350697 if you need access to your partner’s phone

  • 27.08.24 13:06 James889900

    All you need is to hire an expert to help you accomplish that. If there’s any need to spy on your partner’s phone. From my experience I lacked evidence to confront my husband on my suspicion on his infidelity, until I came across ETHICALAHCKERS which many commend him of assisting them in their spying mission. So I contacted him and he provided me with access into his phone to view all text messages, call logs, WhatsApp messages and even her location. This evidence helped me move him off my life . I recommend you consult ETHICALHACKERS009 @ gmail.com OR CALL/TEXT ‪+1(716) 318-5536 or whatsapp +14106350697 if you need access to your partner’s phone

  • 02.09.24 20:24 [email protected]

    If You Need Hacker To Recover Your Bitcoin Contact Paradox Recovery Wizard Paradox Recovery Wizard successfully recovered $123,000 worth of Bitcoin for my husband, which he had lost due to a security breach. The process was efficient and secure, with their expert team guiding us through each step. They were able to trace and retrieve the lost cryptocurrency, restoring our peace of mind and financial stability. Their professionalism and expertise were instrumental in recovering our assets, and we are incredibly grateful for their service. Email: support@ paradoxrecoverywizard.com Email: paradox_recovery @cyberservices.com Wep: https://paradoxrecoverywizard.com/ WhatsApp: +39 351 222 3051.

  • 06.09.24 01:35 Celinagarcia

    HOW TO RECOVER MONEY LOST IN BITCOIN/USDT TRADING OR TO CRYPTO INVESTMENT !! Hi all, friends and families. I am writing From Alberton Canada. Last year I tried to invest in cryptocurrency trading in 2023, but lost a significant amount of money to scammers. I was cheated of my money, but thank God, I was referred to Hack Recovery Wizard they are among the best bitcoin recovery specialists on the planet. they helped me get every penny I lost to the scammers back to me with their forensic techniques. and I would like to take this opportunity to advise everyone to avoid making cryptocurrency investments online. If you ​​​​​​have already lost money on forex, cryptocurrency or Ponzi schemes, please contact [email protected] or WhatsApp: +1 (757) 237–1724 at once they can help you get back the crypto you lost to scammers. BEST WISHES. Celina Garcia.

  • 06.09.24 01:44 Celinagarcia

    HOW TO RECOVER MONEY LOST IN BITCOIN/USDT TRADING OR TO CRYPTO INVESTMENT !! Hi all, friends and families. I am writing From Alberton Canada. Last year I tried to invest in cryptocurrency trading in 2023, but lost a significant amount of money to scammers. I was cheated of my money, but thank God, I was referred to Hack Recovery Wizard they are among the best bitcoin recovery specialists on the planet. they helped me get every penny I lost to the scammers back to me with their forensic techniques. and I would like to take this opportunity to advise everyone to avoid making cryptocurrency investments online. If you ​​​​​​have already lost money on forex, cryptocurrency or Ponzi schemes, please contact [email protected] or WhatsApp: +1 (757) 237–1724 at once they can help you get back the crypto you lost to scammers. BEST WISHES. Celina Garcia.

  • 16.09.24 00:10 marcusaustin

    Bitcoin Recovery Services: Restoring Lost Cryptocurrency If you've lost access to your cryptocurrency and unable to make a withdrawal, I highly recommend iBolt Cyber Hacker Bitcoin Recovery Services. Their team is skilled, professional, and efficient in recovering lost Bitcoin. They provide clear communication, maintain high security standards, and work quickly to resolve issues. Facing the stress of lost cryptocurrency, iBolt Cyber Hacker is a trusted service that will help you regain access to your funds securely and reliably. Highly recommended! Email: S u p p o r t @ ibolt cyber hack . com Cont/Whtp + 3. .9 .3. .5..0. .9. 2. 9. .0 .3. 1 .8. Website: h t t p s : / / ibolt cyber hack . com /

  • 16.09.24 00:11 marcusaustin

    Bitcoin Recovery Services: Restoring Lost Cryptocurrency If you've lost access to your cryptocurrency and unable to make a withdrawal, I highly recommend iBolt Cyber Hacker Bitcoin Recovery Services. Their team is skilled, professional, and efficient in recovering lost Bitcoin. They provide clear communication, maintain high security standards, and work quickly to resolve issues. Facing the stress of lost cryptocurrency, iBolt Cyber Hacker is a trusted service that will help you regain access to your funds securely and reliably. Highly recommended! Email: S u p p o r t @ ibolt cyber hack . com Cont/Whtp + 3. .9 .3. .5..0. .9. 2. 9. .0 .3. 1 .8. Website: h t t p s : / / ibolt cyber hack . com /

  • 23.09.24 18:56 matthewshimself

    At first, I was admittedly skeptical about Worldcoin (ref: https://worldcoin.org/blog/worldcoin/this-is-worldcoin-video-explainer-series), particularly around the use of biometric data and the WLD token as a reward mechanism for it. However, after following the project closer, I’ve come to appreciate the broader vision and see the value in the underlying tech behind it. The concept of Proof of Personhood (ref: https://worldcoin.org/blog/worldcoin/proof-of-personhood-what-it-is-why-its-needed) has definitely caught my attention, and does seem like a crucial step towards tackling growing issues like bots, deepfakes, and identity fraud. Sam Altman’s vision is nothing short of ambitious, but I do think he & Alex Blania have the chops to realize it as mainstay in the global economy.

  • 01.10.24 14:54 Sinewclaudia

    I lost about $876k few months ago trading on a fake binary option investment websites. I didn't knew they were fake until I tried to withdraw. Immediately, I realized these guys were fake. I contacted Sinew Claudia world recovery, my friend who has such experience before and was able to recover them, recommended me to contact them. I'm a living testimony of a successful recovery now. You can contact the legitimate recovery company below for help and assistance. [email protected] [email protected] WhatsApp: 6262645164

  • 02.10.24 22:27 Emily Hunter

    Can those who have fallen victim to fraud get their money back? Yes, you might be able to get back what was taken from you if you fell prey to a fraud from an unregulated investing platform or any other scam, but only if you report it to the relevant authorities. With the right plan and supporting documentation, you can get back what you've lost. Most likely, the individuals in control of these unregulated platforms would attempt to convince you that what happened to your money was a sad accident when, in fact, it was a highly skilled heist. You should be aware that there are resources out there to help you if you or someone you know has experienced one of these circumstances. Do a search using (deftrecoup (.) c o m). Do not let the perpetrators of this hoaxes get away with ruining you mentally and financially.

  • 18.10.24 09:34 freidatollerud

    The growth of WIN44 in Brazil is very interesting! If you're looking for more options for online betting and casino games, I recommend checking out Casinos in Brazil. It's a reliable platform that offers a wide variety of games and provides a safe and enjoyable experience for users. It's worth checking out! https://win44.vip

  • 31.10.24 00:13 ytre89

    Can those who have fallen victim to fraud get their money back? Yes, you might be able to get back what was taken from you if you fell prey to a fraud from an unregulated investing platform or any other scam, but only if you report it to the relevant authorities. With the right plan and supporting documentation, you can get back what you've lost. Most likely, the individuals in control of these unregulated platforms would attempt to convince you that what happened to your money was a sad accident when, in fact, it was a highly skilled heist. You should be aware that there are resources out there to help you if you or someone you know has experienced one of these circumstances. Do a search using (deftrecoup (.) c o m). Do not let the perpetrators of this hoaxes get away with ruining you mentally and financially.

  • 02.11.24 14:44 diannamendoza732

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  • 12.11.24 00:50 TERESA

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  • 04.01.25 04:57 florencestella

    THE BEST CERTIFIED CRYPTOCURRENCY RECOVERY EXPERT DUNAMIS CYBER SOLUTION It sounds like you went through a very frustrating experience with Cointrack, where your access to your own funds was unjustly restricted for months without clear communication or a solution. The extended periods of account freezes, lack of transparency, and vague customer support responses would make anyone anxious. It’s understandable that you suspected the issue could be related to your login activity, but it’s surprising that something as minor as using the same Wi-Fi network could trigger such severe restrictions. I’m glad to hear that DUNAMIS CYBER SOLUTION Recovery was able to help you get your account unlocked and resolve the issue. It’s unfortunate that you had to seek third-party assistance, but it’s a relief that the situation was eventually addressed. If you plan on using any platforms like this again, you might want to be extra cautious, especially when dealing with sensitive financial matters. And if you ever need to share your experience to help others avoid similar issues, feel free to reach out. It might be helpful for others to know about both the pitfalls and the eventual resolution through services like DUNAMIS CYBER SOLUTION Recovery. [email protected] +13433030545 [email protected]

  • 06.01.25 19:09 michaeljordan15

    We now live in a world where most business transactions are conducted through Bitcoin and cryptocurrency. With the rapid growth of digital currencies, everyone seems eager to get involved in Bitcoin and cryptocurrency investments. This surge in interest has unfortunately led to the rise of many fraudulent platforms designed to exploit unsuspecting individuals. People are often promised massive profits, only to lose huge sums of money when they realize the platform they invested in was a scam. contact with WhatsApp: +1 (443) 859 - 2886 Email @ digitaltechguard.com Telegram: digitaltechguardrecovery.com website link:: https://digitaltechguard.com This was exactly what happened to me five months ago. I was excited about the opportunity to invest in Bitcoin, hoping to earn a steady return of 20%. I found a platform that seemed legitimate and made my investment, eagerly anticipating the day when I would be able to withdraw my earnings. When the withdrawal day arrived, however, I encountered an issue. My bank account was not credited, despite seeing my balance and the supposed profits in my account on the platform. At first, I assumed it was just a technical glitch. I thought, "Maybe it’s a delay in the system, and everything will be sorted out soon." However, when I tried to contact customer support, the line was either disconnected or completely unresponsive. My doubts started to grow, but I wanted to give them the benefit of the doubt and waited throughout the day to see if the situation would resolve itself. But by the end of the day, I realized something was terribly wrong. I had been swindled, and my hard-earned money was gone. The realization hit me hard. I had fallen victim to one of the many fraudulent Bitcoin platforms that promise high returns and disappear once they have your money. I knew I had to act quickly to try and recover what I had lost. I started searching online for any possible solutions, reading reviews and recommendations from others who had faced similar situations. That’s when I came across many positive reviews about Digital Tech Guard Recovery. After reading about their success stories, I decided to reach out and use their services. I can honestly say that Digital Tech Guard Recovery exceeded all my expectations. Their team was professional, efficient, and transparent throughout the process. Within a short time, they helped me recover a significant portion of my lost funds, which I thought was impossible. I am incredibly grateful to Digital Tech Guard Recovery for their dedication and expertise in helping me get my money back. If you’ve been scammed like I was, don’t lose hope. There are solutions, and Digital Tech Guard Recovery is truly one of the best. Thank you, Digital Tech Guard Recovery! You guys are the best. Good luck to everyone trying to navigate this challenging space. Stay safe.

  • 18.01.25 12:41 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance, contact [email protected] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected]

  • 18.01.25 12:41 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance, contact [email protected] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected]

  • 20.01.25 15:39 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected]

  • 22.01.25 21:43 DoraJaimes23

    Recovery expert. I lost my bitcoin to fake blockchain impostors on Facebook, they contacted me as blockchain official support and i fell stupidly for their mischievous act, this made them gain access into my blockchain wallet whereby 7.0938 btc was stolen from my wallet in total .I was almost in a comma and dumbfounded because this was all my savings i relied on . Then I made a research online and found a recovery expert , with the contact address- { RECOVERYHACKER101 (@) GMAIL . COM }... I wrote directly to the specialist explaining my loss. Hence, he helped me recover a significant part of my investment just after 2 days he helped me launch the recovery program , and the culprits were identified as well , all thanks to his expertise . I hope I have been able to help someone as well . Reach out to the recovery specialist to recover you lost funds from any form of online scam Thanks

  • 23.01.25 02:36 [email protected]

    After falling victim to a fraudulent Bitcoin mining scam, I found myself in a desperate situation. I had invested $50,000 into a cloud mining website called Miningpool, which turned out to be a complete scam. For months, I tried reaching out to the company, but I was unable to access my funds, and I quickly realized I had been taken for a ride. In my search for help, I came across TrustGeeks Hack Expert, a service that claimed to help people recover lost funds from crypto scams. Though skeptical at first, I decided to give them a try. Here’s my experience with their service.When I initially contacted TrustGeeks Hack Expert Email.. Trustgeekshackexpert{At}fastservice{Dot}com , I was understandably hesitant. Like many others, I had been tricked into believing my Bitcoin investments were legitimate, only to discover they were locked in a non-spendable wallet with no way of accessing them. However, after sharing my story and details about the scam, the team assured me they had handled similar cases and had the expertise to help. They requested basic information about my investment and began their investigation immediately. The recovery process was nothing short of professional. Unlike many other services that promise quick fixes but fail to deliver, TrustGeeks Hack Expert kept me informed at every stage. They regularly updated me on their progress and were completely transparent about the challenges they faced. There were moments when I wondered if the process would work, but the team’s professionalism and reassurance gave me hope. They were honest about the time it would take and did not make any unrealistic promises, which I truly appreciated. After several weeks of work, TrustGeeks Hack Expert successfully recovered not just my $50,000 investment, but also the so-called profits that had been locked away in the scam's non-spendable wallet. This was a huge relief, as I had resigned myself to the idea that I had lost everything. The entire recovery process was discreet and handled with the utmost care, ensuring that the scam company remained unaware of the recovery efforts, which helped prevent further complications. TeleGram iD. Trustgeekshackexpert & What's A p p +1 7 1 9 4 9 2 2 6 9 3

  • 23.01.25 02:37 [email protected]

    After falling victim to a fraudulent Bitcoin mining scam, I found myself in a desperate situation. I had invested $50,000 into a cloud mining website called Miningpool, which turned out to be a complete scam. For months, I tried reaching out to the company, but I was unable to access my funds, and I quickly realized I had been taken for a ride. In my search for help, I came across TrustGeeks Hack Expert, a service that claimed to help people recover lost funds from crypto scams. Though skeptical at first, I decided to give them a try. Here’s my experience with their service.When I initially contacted TrustGeeks Hack Expert Email.. Trustgeekshackexpert{At}fastservice{Dot}com , I was understandably hesitant. Like many others, I had been tricked into believing my Bitcoin investments were legitimate, only to discover they were locked in a non-spendable wallet with no way of accessing them. However, after sharing my story and details about the scam, the team assured me they had handled similar cases and had the expertise to help. They requested basic information about my investment and began their investigation immediately. The recovery process was nothing short of professional. Unlike many other services that promise quick fixes but fail to deliver, TrustGeeks Hack Expert kept me informed at every stage. They regularly updated me on their progress and were completely transparent about the challenges they faced. There were moments when I wondered if the process would work, but the team’s professionalism and reassurance gave me hope. They were honest about the time it would take and did not make any unrealistic promises, which I truly appreciated. After several weeks of work, TrustGeeks Hack Expert successfully recovered not just my $50,000 investment, but also the so-called profits that had been locked away in the scam's non-spendable wallet. This was a huge relief, as I had resigned myself to the idea that I had lost everything. The entire recovery process was discreet and handled with the utmost care, ensuring that the scam company remained unaware of the recovery efforts, which helped prevent further complications. TeleGram iD. Trustgeekshackexpert & What's A p p +1 7 1 9 4 9 2 2 6 9 3

  • 23.01.25 14:20 nellymargaret

    DUNAM CYBER SOLUTION BTC-ETH RECOVERY EXPERT

  • 23.01.25 14:20 nellymargaret

    DUNAM CYBER SOLUTION BTC-ETH RECOVERY EXPERT I had tried to secure my Bitcoin wallet, maybe a bit too aggressively, enabling every security feature imaginable: two-factor authentication, biometric verification, intricate passwords-the whole shebang. I wanted to make it impossible for anybody to get to my money. I tried to make this impregnable fortress of security and ended up locking myself out of my wallet with $700,000 in Bitcoin. It wasn't until I tried to access my wallet that I realized the trap I had set for myself. I was greeted with an endless series of security checks-passwords, codes, facial recognition, and more. I could remember parts of my multi-layered security setup but not enough to actually get in. In fact, my money was behind this digital fortress, and the more I tried to fix it, the worse it seemed to get. I kept tripping over my own layers of protection, unable to find a way back in. Panic quickly set in when I realized I had made it almost impossible for myself to access my own money. That is when I called DUNAMIS CYBER SOLUTION From that very first call, they reassured me that I wasn't the first person to make this kind of mistake and certainly wouldn't be the last. They listened attentively to my explanation and got to work straight away. Their team methodically began to untangle my overly complicated setup. Patience and expertise managed to crack each layer of security step by step until they had restored access to my wallet. [email protected] +13433030545 [email protected]

  • 26.01.25 03:54 [email protected]

    Losing access to my crypto wallet account was one of the most stressful experiences ever. After spending countless hours building up my portfolio, I suddenly found myself locked out of my account without access. To make matters worse, the email address I had linked to my wallet was no longer active. When I tried reaching out, I received an error message stating that the domain was no longer in use, leaving me in complete confusion and panic. It was as though everything I had worked so hard for was gone, and I had no idea how to get it back. The hardest part wasn’t just the loss of access it was the feeling of helplessness. Crypto transactions are often irreversible, and since my wallet held significant investments, the thought that my hard-earned money could be lost forever was incredibly disheartening. I spent hours scouring forums and searching for ways to recover my funds, but most of the advice seemed either too vague or too complicated to be of any real help. With no support from the wallet provider and my email account out of reach, I was left feeling like I had no way to fix the situation.That’s when I found out about Trust Geeks Hack Expert . I was hesitant at first, but after reading about their expertise in recovering lost crypto wallets, I decided to give them a try. I reached out to their team, and from the very beginning, they were professional, understanding, and empathetic to my situation. They quickly assured me that there was a way to recover my wallet, and they got to work immediately.Thanks to Trust Geeks Hack Expert , my wallet and funds were recovered, and I couldn’t be more grateful. The process wasn’t easy, but their team guided me through each step with precision and care. The sense of relief I felt when I regained access to my crypto wallet and saw my funds safely back in place was indescribable. If you find yourself in a similar situation, I highly recommend reaching out to Trust Geeks Hack Expert. contact Them through EMAIL: [email protected] + WEBSITE. HTTPS://TRUSTGEEKSHACKEXPERT.COM + TELE GRAM: TRUSTGEEKSHACKEXPERT

  • 28.01.25 21:48 [email protected]

    It’s unfortunate that many people have become victims of scams, and some are facing challenges accessing their Bitcoin wallets. However, there's excellent news! With Chris Wang, you can count on top-notch service that guarantees results in hacking. We have successfully helped both individuals and organizations recover lost files, passwords, funds, and more. If you need assistance, don’t hesitate—check out recoverypro247 on Google Mail! What specific methods does Chris Wang use to recover lost funds and passwords? Are there any guarantees regarding the success rate of the recovery services offered? What are the initial steps to begin the recovery process with recoverypro247? this things i tend to ask

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