Data Science Roadmap

My roadmap to study Data Science.

Programming

Python

Courses

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

Books

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

R

Courses

URL Title Status
DataCamp R Programmer Completed

Scala

Courses

URL Title Status
Coursera Functional Programming Principles in Scala To Do
Stepik Введение в Scala Completed
Интерфейс Язык программирования SCALA Completed

Books

Title Author Status
Scala. Профессиональное программирование Билл Веннерс, Мартин Одерски, Лекс Спун To Do
Scala для нетерпеливых Кей Хорстманн In Progress

Algorithms & Data Structures

Courses

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

Books

Title Author Status
Грокаем алгоритмы Адитья Бхаргава Completed
Карьера программиста Гэйл Лакман Макдауэлл Completed
Совершенный алгоритм. Основы Тим Рафгарден To Do

Machine Learning

Fundamentals

Courses

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

Books

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

Deep Learning

Courses

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

Books

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

MLOps

Courses

URL Title Status
Coursera Machine Learning Engineering for Production (MLOps) Specialization Completed

Books

Title Author Status
Introducing MLOps Mark Treveil In Progress

Natural Language Processing

Courses

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 Natural Language Processing (NLP), углубленный курс Completed

Books

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

Computer Vision

Courses

URL Title Status
Coursera Generative Adversarial Networks (GANs) Specialization Completed

Reinforcement Learning

Data Engineering

SQL

Courses

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

Big Data

Courses

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

Books

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

Cloud

Courses

URL Title Status
ACloudGuru GCP Architecture To Do
ACloudGuru GCP Data & Machine Learning To Do
ACloudGuru GCP Development To Do
Coursera Preparing for Google Cloud Certification: Cloud Engineer Professional Certificate Completed
Coursera Preparing for Google Cloud Certification: Machine Learning Engineer Professional Certificate Completed

Virtualization

Courses

URL Title Status
Coursera Introduction to Containers: Docker, Kubernetes & OpenShift Completed

Books

Title Author Status
Использование Docker Эдриен Моуэт In Progress

Mathematics

Linear Algebra & Discrete mathematics

Courses

URL Title Status
Coursera Discrete Math and Analyzing Social Graphs Completed
Stepik Ликбез по дискретной математике In Progress

Statistics & Probability theory

Courses

URL Title Status
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

Books

Title Author Status
Голая статистика. Самая интересная книга о самой скучной науке Чарльз Уилан Completed
Как лгать при помощи статистики Дарелл Хафф Completed

Calculus

Courses

URL Title Status
Coursera Calculus and Optimization for Machine Learning In Progress

Visualization

D3

Courses

URL Title Status
Udemy D3.js Data Visualization Fundamentals - Hands On Completed

Books

Title Author Status
D3 for the Impatient Philipp K. Janert In Progress

Tableau

Courses

URL Title Status
Coursera Data Visualization with Tableau Specialization Completed

Soft Skills

Courses

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