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	Completed

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	Архитектура нейронных сетей: трансформеры	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	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

Virtualization

Courses

URL	Title	Status
ACloudGuru	DevOps	Completed
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
Coursera	Linear Algebra for Machine Learning and Data Science	Completed
Stepik	Ликбез по дискретной математике	In Progress

Statistics & Probability theory

Courses

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

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
Coursera	Calculus for Machine Learning and Data Science	Completed

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