Data Science Roadmap

Programming

Python

Courses

URL	Title	Status
Cognitiveclass	Python for Data Science	To Do
Udemy	Complete Python Developer in 2022: Zero to Mastery	To Do
DataCamp	Python Programmer	To Do
DataCamp	Data Analyst with Python	To Do
Udemy	Complete Python Bootcamp: Go from zero to hero in Python 3	To Do

Books

Title	Author	Status
Data Analysis From Scratch With Python	Peters Morgan	In Progress

R

Courses

URL	Title	Status
DataCamp	R Programmer	To Do

Scala

Courses

URL	Title	Status
Cognitiveclass	Data Science with Scala	To Do
Coursera	Functional Programming Principles in Scala	To Do

Books

Title

Author

Status

Algorithms & Data Structures

Courses

URL	Title	Status
Udemy	Python for Data Structures, Algorithms, and Interviews!	To Do

Discrete mathematics

Courses

URL	Title	Status
Udemy	Discrete Mathematics: Beginner’s Complete, Math Crash Course	To Do
Coursera	Discrete Math and Analyzing Social Graphs	To Do

Machine Learning

Fundamentals

Courses

URL	Title	Status
Cognitiveclass	Data Science 101	To Do
Cognitiveclass	Data Science Tools	To Do
Cognitiveclass	Data Science Methodology	To Do
Cognitiveclass	Data Analysis with Python	To Do
Cognitiveclass	Data Visualization with Python	To Do
Zerotomastery	Complete Machine Learning and Data Science: Zero to Mastery	In Progress
Coursera	Machine Learning	To Do
DataCamp	Data Scientist with Python	To Do
DataCamp	Machine Learning Scientist with Python	To Do
OpenDataScience	Open Machine Learning Course	To Do
Udacity	Intro to Data Science	To Do
Udemy	Python for Data Science and Machine Learning Bootcamp	To Do
Udemy	Data Science, Deep Learning, & Machine Learning with Python	To Do

Books

Title	Author	Status
Hands-On Machine Learning with Scikit-Learn and TensorFlow_ Concepts, Tools, and Techniques to Build Intelligent Systems	Aurélien Géron	In Progress
Data Science from Scratch First Principles with Python	Joel Grus	In Progress
Machine Learning in Action	PETER HARRINGTON	In Progress

Deep Learning

Courses

URL	Title	Status
Cognitiveclass	Deep Learning Fundamentals	To Do
Cognitiveclass	Accelerating Deep Learning with GPUs	To Do
Cognitiveclass	Deep Learning with TensorFlow	To Do
Udemy	Deep Learning Computer Vision™ CNN, OpenCV, YOLO, SSD & GANs	In Progress
Coursera	Deep Learning Specialization	To Do
Coursera	IBM AI Engineering Professional Certificate	To Do
NewProLab	Deep Learning	To Do
OpenDataScience	Deep Learning	To Do
Udemy	Complete Guide to TensorFlow for Deep Learning with Python	To Do
Udacity	Intro to Deep Learning with PyTorch	To Do

Books

Title

Author

Status

MLOps

Courses

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

Books

Title	Author	Status
Introducing MLOps	Mark Treveil	To Do

Natural Language Processing

Courses

URL	Title	Status
Coursera	Natural Language Processing	To Do
Coursera	Natural Language Processing Specialization	To Do
Udemy	NLP - Natural Language Processing with Python	To Do

Books

Title	Author	Status
Natural Language Processing in Action	Hobson Lane, Cole Howard, Hannes Hapke	To Do
Natural Language Processing with Transformers	Lewis Tunstall, Leandro von Werra, Thomas Wolf	To Do
Text Analytics with Python: A Practitioner’s Guide to Natural Language Processing	Dipanjan Sarkar	To Do

Computer Vision

Courses

URL	Title	Status
Coursera	Generative Adversarial Networks (GANs) Specialization	To Do

Reinforcement Learning

Courses

URL

Title

Status

Data Engineering

SQL

Courses

URL	Title	Status
Coursera	Databases and SQL for Data Science with Python	To Do
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	To Do
DataCamp	SQL for Business Analysts	To Do
DataCamp	SQL for Database Administrators	To Do
DataCamp	SQL Fundamentals	To Do
DataCamp	SQL Server Fundamentals	To Do
DataCamp	SQL Server for Database Administrators	To Do
Udemy	The Complete SQL Bootcamp	To Do

Big Data

Courses

URL	Title	Status
Cognitiveclass	Big Data 101	To Do
Cognitiveclass	Hadoop 101	To Do
Cognitiveclass	Spark Fundamentals I	To Do
DataCamp	Data Engineer with Python	To Do
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!	To Do
Udemy	Scala and Spark for Big Data and Machine Learning	To Do
Udemy	Spark and Python for Big Data with PySpark	To Do
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	To Do

Spark

Courses

URL	Title	Status
Cognitiveclass	Spark Fundamentals I	To Do
Cognitiveclass	Spark Fundamentals II	To Do
Cognitiveclass	Spark MLlIB	To Do
Cognitiveclass	Exploring Spark’s GraphX	To Do

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	To Do
Coursera	Preparing for Google Cloud Certification: Machine Learning Engineer Professional Certificate	To Do

Virtualization

Courses

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

Books

Title

Author

Status

Mathematics

URL	Title	Status
Khan Academy	Arithmetic	In Progress
Khan Academy	High school statistics	To Do
Khan Academy	Basic geometry and measurement	To Do
Khan Academy	Pre-algebra	To Do
Khan Academy	Mathematics 1	To Do
Khan Academy	Mathematics 2	To Do
Khan Academy	Mathematics 3	To Do
Coursera	Mathematics for Machine Learning Specialization	To Do
Khan Academy	Math	To Do

Books

Title	Author	Status
Mathematics for Machine Learning	Marc Peter Deisenroth, A. Aldo Faisal, and Cheng Soon Ong	To Do

Linear Algebra

Courses

URL	Title	Status
YouTube	Essence of linear algebra	To Do
ocw-mit	Linear Algebra	To Do

Statistics & Probability theory

Courses

URL	Title	Status
Harvard	Statistics 110: Probability	To Do
Udacity	Intro to Descriptive Statistics	To Do
Udacity	Intro to Inferential Statistics	To Do
DataCamp	Statistics Fundamentals with Python	To Do
YouTube	Crash Course Statistics	To Do

Books

Title

Author

Status

Calculus

Courses

URL	Title	Status
EDX	Calculus 1A: Differentiation	To Do
EDX	Calculus 1B: Integration	To Do
EDX	Calculus 1C: Coordinate Systems & Infinite Series	To Do
ocw-mit	Multivariable Calculus	To Do
Coursera	Calculus and Optimization for Machine Learning	To Do

Visualization

D3

Courses

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

Books

Title	Author	Status
D3 for the Impatient	Philipp K. Janert	To Do

Tableau

Courses

URL	Title	Status
Coursera	Data Visualization with Tableau Specialization	To Do

Soft Skills

Courses

URL	Title	Status
Coursera	AI For Everyone	To Do
Coursera	Learn English: Advanced Grammar and Punctuation Specialization	To Do
Coursera	Learn English: Intermediate Grammar Specialization	To Do
Coursera	Learning How to Learn: Powerful mental tools to help you master tough subjects	To Do

Courses

URL	Title	Status
DataCamp	R Programmer	To Do

Scala

Courses

URL	Title	Status
Cognitiveclass	Data Science with Scala	To Do
Coursera	Functional Programming Principles in Scala	To Do

Books

Title

Author

Status

Algorithms & Data Structures

Courses

URL	Title	Status
Udemy	Python for Data Structures, Algorithms, and Interviews!	To Do

Discrete mathematics

Courses

URL	Title	Status
Udemy	Discrete Mathematics: Beginner’s Complete, Math Crash Course	To Do
Coursera	Discrete Math and Analyzing Social Graphs	To Do

Machine Learning

Fundamentals

Courses

URL	Title	Status
Cognitiveclass	Data Science 101	To Do
Cognitiveclass	Data Science Tools	To Do
Cognitiveclass	Data Science Methodology	To Do
Cognitiveclass	Data Analysis with Python	To Do
Cognitiveclass	Data Visualization with Python	To Do
Zerotomastery	Complete Machine Learning and Data Science: Zero to Mastery	In Progress
Coursera	Machine Learning	To Do
DataCamp	Data Scientist with Python	To Do
DataCamp	Machine Learning Scientist with Python	To Do
OpenDataScience	Open Machine Learning Course	To Do
Udacity	Intro to Data Science	To Do
Udemy	Python for Data Science and Machine Learning Bootcamp	To Do
Udemy	Data Science, Deep Learning, & Machine Learning with Python	To Do

Books

Title	Author	Status
Hands-On Machine Learning with Scikit-Learn and TensorFlow_ Concepts, Tools, and Techniques to Build Intelligent Systems	Aurélien Géron	In Progress
Data Science from Scratch First Principles with Python	Joel Grus	In Progress
Machine Learning in Action	PETER HARRINGTON	In Progress

Deep Learning

Courses

URL	Title	Status
Cognitiveclass	Deep Learning Fundamentals	To Do
Cognitiveclass	Accelerating Deep Learning with GPUs	To Do
Cognitiveclass	Deep Learning with TensorFlow	To Do
Udemy	Deep Learning Computer Vision™ CNN, OpenCV, YOLO, SSD & GANs	In Progress
Coursera	Deep Learning Specialization	To Do
Coursera	IBM AI Engineering Professional Certificate	To Do
NewProLab	Deep Learning	To Do
OpenDataScience	Deep Learning	To Do
Udemy	Complete Guide to TensorFlow for Deep Learning with Python	To Do
Udacity	Intro to Deep Learning with PyTorch	To Do

Books

Title

Author

Status

MLOps

Courses

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

Books

Title	Author	Status
Introducing MLOps	Mark Treveil	To Do

Natural Language Processing

Courses

URL	Title	Status
Coursera	Natural Language Processing	To Do
Coursera	Natural Language Processing Specialization	To Do
Udemy	NLP - Natural Language Processing with Python	To Do

Books

Title	Author	Status
Natural Language Processing in Action	Hobson Lane, Cole Howard, Hannes Hapke	To Do
Natural Language Processing with Transformers	Lewis Tunstall, Leandro von Werra, Thomas Wolf	To Do
Text Analytics with Python: A Practitioner’s Guide to Natural Language Processing	Dipanjan Sarkar	To Do

Computer Vision

Courses

URL	Title	Status
Coursera	Generative Adversarial Networks (GANs) Specialization	To Do

Reinforcement Learning

Courses

URL

Title

Status

Data Engineering

SQL

Courses

URL	Title	Status
Coursera	Databases and SQL for Data Science with Python	To Do
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	To Do
DataCamp	SQL for Business Analysts	To Do
DataCamp	SQL for Database Administrators	To Do
DataCamp	SQL Fundamentals	To Do
DataCamp	SQL Server Fundamentals	To Do
DataCamp	SQL Server for Database Administrators	To Do
Udemy	The Complete SQL Bootcamp	To Do

Big Data

Courses

URL	Title	Status
Cognitiveclass	Big Data 101	To Do
Cognitiveclass	Hadoop 101	To Do
Cognitiveclass	Spark Fundamentals I	To Do
DataCamp	Data Engineer with Python	To Do
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!	To Do
Udemy	Scala and Spark for Big Data and Machine Learning	To Do
Udemy	Spark and Python for Big Data with PySpark	To Do
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	To Do

Spark

Courses

URL	Title	Status
Cognitiveclass	Spark Fundamentals I	To Do
Cognitiveclass	Spark Fundamentals II	To Do
Cognitiveclass	Spark MLlIB	To Do
Cognitiveclass	Exploring Spark’s GraphX	To Do

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	To Do
Coursera	Preparing for Google Cloud Certification: Machine Learning Engineer Professional Certificate	To Do

Virtualization

Courses

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

Books

Title

Author

Status

Mathematics

URL	Title	Status
Khan Academy	Arithmetic	In Progress
Khan Academy	High school statistics	To Do
Khan Academy	Basic geometry and measurement	To Do
Khan Academy	Pre-algebra	To Do
Khan Academy	Mathematics 1	To Do
Khan Academy	Mathematics 2	To Do
Khan Academy	Mathematics 3	To Do
Coursera	Mathematics for Machine Learning Specialization	To Do
Khan Academy	Math	To Do

Books

Title	Author	Status
Mathematics for Machine Learning	Marc Peter Deisenroth, A. Aldo Faisal, and Cheng Soon Ong	To Do

Linear Algebra

Courses

URL	Title	Status
YouTube	Essence of linear algebra	To Do
ocw-mit	Linear Algebra	To Do

Statistics & Probability theory

Courses

URL	Title	Status
Harvard	Statistics 110: Probability	To Do
Udacity	Intro to Descriptive Statistics	To Do
Udacity	Intro to Inferential Statistics	To Do
DataCamp	Statistics Fundamentals with Python	To Do
YouTube	Crash Course Statistics	To Do

Books

Title

Author

Status

Calculus

Courses

URL	Title	Status
EDX	Calculus 1A: Differentiation	To Do
EDX	Calculus 1B: Integration	To Do
EDX	Calculus 1C: Coordinate Systems & Infinite Series	To Do
ocw-mit	Multivariable Calculus	To Do
Coursera	Calculus and Optimization for Machine Learning	To Do

Visualization

D3

Courses

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

Books

Title	Author	Status
D3 for the Impatient	Philipp K. Janert	To Do

Tableau

Courses

URL	Title	Status
Coursera	Data Visualization with Tableau Specialization	To Do

Soft Skills

Courses

URL	Title	Status
Coursera	AI For Everyone	To Do
Coursera	Learn English: Advanced Grammar and Punctuation Specialization	To Do
Coursera	Learn English: Intermediate Grammar Specialization	To Do
Coursera	Learning How to Learn: Powerful mental tools to help you master tough subjects	To Do