My roadmap to study Data Science.
URL
Title
Status
| DataCamp |
Python Programmer |
Completed |
| DataCamp |
Data Analyst with Python |
Completed |
| Stepik |
Программирование на Python |
Completed |
| Udemy |
Complete Python Bootcamp: Go from zero to hero in Python 3 |
Completed |
Title
Author
Status
| Django 3 By Example |
Antonio Melé |
Completed |
| Python. К вершинам мастерства |
Лучано Рамальо |
Completed |
| Учим Python, делая крутые игры |
Эл Свейгарт |
Completed |
URL
Title
Status
| DataCamp |
R Programmer |
Completed |
URL
Title
Status
| Coursera |
Functional Programming Principles in Scala |
To Do |
| Stepik |
Введение в Scala |
Completed |
| Интерфейс |
Язык программирования SCALA |
Completed |
Title
Author
Status
| Scala. Профессиональное программирование |
Билл Веннерс, Мартин Одерски, Лекс Спун |
To Do |
| Scala для нетерпеливых |
Кей Хорстманн |
In Progress |
Algorithms & Data Structures
URL
Title
Status
| GeekBrains |
Алгоритмы и структуры данных на Python. Интерактивный курс |
Completed |
| Stepik |
Алгоритмы: теория и практика. Методы |
Completed |
| Stepik |
Алгоритмы: теория и практика. Структуры данных |
In Progress |
| Udemy |
Python for Data Structures, Algorithms, and Interviews! |
Completed |
Title
Author
Status
| Грокаем алгоритмы |
Адитья Бхаргава |
Completed |
| Карьера программиста |
Гэйл Лакман Макдауэлл |
Completed |
| Совершенный алгоритм. Основы |
Тим Рафгарден |
To Do |
URL
Title
Status
| Coursera |
Machine Learning |
Completed |
| Coursera |
Специализация Машинное обучение и анализ данных |
Completed |
| DataCamp |
Data Scientist with Python |
Completed |
| DataCamp |
Machine Learning Scientist with Python |
Completed |
| OpenDataScience |
Open Machine Learning Course |
Completed |
| Stepik |
Введение в Data Science и машинное обучение |
Completed |
| Udacity |
Intro to Data Science |
To Do |
| Udemy |
Python for Data Science and Machine Learning Bootcamp |
Completed |
| Udemy |
Data Science, Deep Learning, & Machine Learning with Python |
To Do |
| Корпоративный университет Сбербанка |
Методы анализа данных и машинного обучения |
Completed |
Title
Author
Status
| Data Science. Наука о данных с нуля |
Джоэл Грас |
Completed |
| Python и машинное обучение |
Себастьян Рашка |
Completed |
| Прикладное машинное обучение с помощью Scikit-Learn и TensorFlow |
Орельен Жерон |
Completed |
URL
Title
Status
| Coursera |
Deep Learning Specialization |
Completed |
| Coursera |
IBM AI Engineering Professional Certificate |
Completed |
| NewProLab |
Deep Learning |
Completed |
| OpenDataScience |
Deep Learning на пальцах |
Completed |
| Udemy |
Complete Guide to TensorFlow for Deep Learning with Python |
Completed |
| Udacity |
Intro to Deep Learning with PyTorch |
Completed |
Title
Author
Status
| Глубокое обучение без математики. Том 1. Основы |
Эндрю Гласснер |
To Do |
| Глубокое обучение без математики. Том 2. Практика |
Эндрю Гласснер |
To Do |
| Глубокое обучение на Python |
Франсуа Шолле |
To Do |
| Глубокое обучение. Погружение в мир нейронных сетей |
С. Николенко, А. Кадурин, Е. Архангельская |
Completed |
| Грокаем глубокое обучение |
Эндрю Траск |
Completed |
| Программируем с PyTorch: создание приложений глубокого обучения |
Ян Пойнтер |
Completed |
URL
Title
Status
| Coursera |
Machine Learning Engineering for Production (MLOps) Specialization |
Completed |
Title
Author
Status
| Introducing MLOps |
Mark Treveil |
Completed |
Natural Language Processing
URL
Title
Status
| Coursera |
Natural Language Processing |
Completed |
| Coursera |
Natural Language Processing Specialization |
Completed |
| Stepik |
Нейронные сети и обработка текста |
Completed |
| Udemy |
NLP - Natural Language Processing with Python |
Completed |
| Корпоративный университет Сбербанка |
Архитектура нейронных сетей: трансформеры |
Completed |
| Корпоративный университет Сбербанка |
Natural Language Processing (NLP), углубленный курс |
Completed |
Title
Author
Status
| Natural Language Processing in Action |
Hobson Lane, Cole Howard, Hannes Hapke |
In Progress |
| Natural Language Processing with Transformers |
Lewis Tunstall, Leandro von Werra, Thomas Wolf |
Completed |
| Text Analytics with Python: A Practitioner's Guide to Natural Language Processing |
Dipanjan Sarkar |
In Progress |
| Знакомство с PyTorch: глубокое обучение при обработке естественного языка |
Брайан Макмахан, Делип Рао |
Completed |
URL
Title
Status
| Coursera |
Generative Adversarial Networks (GANs) Specialization |
Completed |
URL
Title
Status
| Coursera |
Databases and SQL for Data Science with Python |
Completed |
| Coursera |
Learn SQL Basics for Data Science Specialization |
To Do |
| Coursera |
Modern Big Data Analysis with SQL Specialization |
To Do |
| DataCamp |
Data Analyst with SQL Server |
Completed |
| DataCamp |
SQL for Business Analysts |
Completed |
| DataCamp |
SQL for Database Administrators |
Completed |
| DataCamp |
SQL Fundamentals |
Completed |
| DataCamp |
SQL Server Fundamentals |
Completed |
| DataCamp |
SQL Server for Database Administrators |
Completed |
| Stepik |
Введение в базы данных |
To Do |
| Udemy |
The Complete SQL Bootcamp |
To Do |
URL
Title
Status
| DataCamp |
Data Engineer with Python |
Completed |
| NewProLab |
Apache Spark для задач анализа данных |
Completed |
| Stepik |
Hadoop. Система для обработки больших объемов данных |
Completed |
| Udacity |
Intro to Hadoop and MapReduce |
To Do |
| Udemy |
Apache Spark 2 with Scala - Hands On with Big Data! |
To Do |
| Udemy |
Elasticsearch 7 and the Elastic Stack - In Depth & Hands On! |
Completed |
| Udemy |
Scala and Spark for Big Data and Machine Learning |
To Do |
| Udemy |
Spark and Python for Big Data with PySpark |
Completed |
| Udemy |
The Ultimate Hands-On Hadoop - Tame your Big Data! |
To Do |
Title
Author
Status
| Learning Elastic Stack 7.0 |
Pranav Shukla, Sharath Kumar M N |
In Progress |
| Изучаем Spark. Молниеносный анализ данных |
Матей Захария, Патрик Венделл, Энди Конвински, Холден Карау |
In Progress |
URL
Title
Status
| ACloudGuru |
GCP Architecture |
Completed |
| ACloudGuru |
GCP Data & Machine Learning |
Completed |
| ACloudGuru |
GCP Development |
Completed |
| Coursera |
Preparing for Google Cloud Certification: Cloud Engineer Professional Certificate |
Completed |
| Coursera |
Preparing for Google Cloud Certification: Machine Learning Engineer Professional Certificate |
Completed |
URL
Title
Status
| ACloudGuru |
DevOps |
Completed |
| Coursera |
Introduction to Containers: Docker, Kubernetes & OpenShift |
Completed |
Title
Author
Status
| Использование Docker |
Эдриен Моуэт |
In Progress |
Linear Algebra & Discrete mathematics
URL
Title
Status
| Coursera |
Discrete Math and Analyzing Social Graphs |
Completed |
| Coursera |
Linear Algebra for Machine Learning and Data Science |
Completed |
| Stepik |
Ликбез по дискретной математике |
In Progress |
Statistics & Probability theory
URL
Title
Status
| Coursera |
Probability & Statistics for Machine Learning & Data Science |
Completed |
| DataCamp |
Statistics Fundamentals with Python |
Completed |
| Stepik |
Основы статистики |
Completed |
| Stepik |
Основы статистики. Часть 2 |
To Do |
| Stepik |
Основы статистики. Часть 3 |
To Do |
| Stepik |
Теория вероятностей |
In Progress |
Title
Author
Status
| Голая статистика. Самая интересная книга о самой скучной науке |
Чарльз Уилан |
Completed |
| Как лгать при помощи статистики |
Дарелл Хафф |
Completed |
URL
Title
Status
| Coursera |
Calculus and Optimization for Machine Learning |
In Progress |
| Coursera |
Calculus for Machine Learning and Data Science |
Completed |
URL
Title
Status
| Udemy |
D3.js Data Visualization Fundamentals - Hands On |
Completed |
Title
Author
Status
| D3 for the Impatient |
Philipp K. Janert |
In Progress |
URL
Title
Status
| Coursera |
Data Visualization with Tableau Specialization |
Completed |
URL
Title
Status
| Coursera |
AI For Everyone |
Completed |
| Coursera |
Learn English: Advanced Grammar and Punctuation Specialization |
Completed |
| Coursera |
Learn English: Intermediate Grammar Specialization |
Completed |
| Coursera |
Learning How to Learn: Powerful mental tools to help you master tough subjects |
Completed |
| Coursera |
Learn Spanish: Basic Spanish Vocabulary Specialization |
Completed |
| Корпоративный университет Сбербанка |
Канбан: базовый онлайн курс для участников команд |
Completed |
| ЭргоСоло |
СОЛО на клавиатуре (английский язык) |
Completed |
| ЭргоСоло |
СОЛО на клавиатуре (испанский язык) |
Completed |
| ЭргоСоло |
СОЛО на клавиатуре (русский язык) |
Completed |