Here we have listed some of the best resources to learn Data Science like Online courses, Best Data Science books, Tutorials, and Best Youtube channels to follow and learn.

### Best Online Resources to Learn Data Science Online Courses:

**IBM Data Science Professional Certificate**– IBM**Become a Data Scientist**– Udacity**Data Science Specialization**– John hopkins University**Applied Data Science with Python Specialization**– University of Michigan**Introduction to Data Science Specialization**– IBM**Programming for Data Science with Python**– Udacity**Data Science for Everyone**– Datacamp (Free Course)**Data Scientist with Python**– Datacamp**Data Scientist with R**– Datacamp- Professional Certificate in Data Science – edX
- MicroMasters® Program inData Science – edX
**The Data Science Course 2022: Complete Data Science Bootcamp**– Udemy**Data Scientist Masters Program**– Edureka**Career Path Data Science**– Codecademy

**Statistics & Probability**

**Statistics with R Specialization**– Duke University**Statistics with Python Specialization**– University of Michigan**Learn Statistics with Python**– Codecademy**Basic Statistics Course**– University of Amsterdam**Statistics for Data Science and Business Analysis**– Udemy**Statistical Analysis with R for Public Health Specialization**– Imperial College London**Intro to Statistics**– Udacity (**Free Course**)**Probability and Statistics**– University of London- Probability and Statistics in Data Science using Python – UCSanDiego
- Probability – The Science of Uncertainty and Data – MITx
- Fundamentals of Statistics – MITx

**Programming Language**

**Python for Everybody Specialization**– University of Michigan**Introduction To Python Programming**– Udemy**Crash Course on Python**–*Google***Python for Absolute Beginners!**– Udemy**Introduction to Python Programming**– Udacity (Free Course)**Python 3 Programming Specialization**– University of Michigan**R Programming**– Johns Hopkins University**Programming for Data Science with R**–*Udacity***R Programming A-Z**–*Udemy*

**Mathematics**

**Mathematics for Machine Learning Specialization**– Imperial College London**Mathematics for Data Science Specialization**– HSE University**Data Science Math Skills**– Duke University**Introduction to Calculus**– The University of Sydney

**Data Wrangling**

**Excel to MySQL: Analytic Techniques for Business Specialization**– Duke University**Learn SQL Basics for Data Science Specialization**– University of California, Davis**Data Science Fundamentals with Python and SQL Specialization**– IBM**SQL – MySQL for Data Analytics and Business Intelligence**– Udemy**Modern Big Data Analysis with SQL Specialization**– Cloudera**Data Warehousing for Business Intelligence Specialization**– University of Colorado System

**Data Visualization**

**Data Visualization with python**– DataCamp**Data Visualization with Tableau Specialization**– University of California, Davis**Data Visualization with Python**– IBM**Data Visualization**– Coursera**Data Visualization**– Udacity

**Best Resources to Learn Data Science Books:**

**Becoming a Data Head: How to Think, Speak and Understand Data Science, Statistics and Machine Learning**– by Alex**Python Data Science Handbook: Essential Tools for Working with Data****Ace the Data Science Interview: 201 Real Interview Questions****Data Science from Scratch: First Principles with Python****Data Science for Business: What you need to know about Data Mining and Data Analytics Thinking****R for Data Science: Import, Tidy, Transform, Visualize and Model Data****Practical Statistics for Data Scientists: 50+ essential concepts Using R and Python****Cybersecurity Data Science: Best practices in an Emerging profession****Statistical Inference via Data Science: A modern dive into R and the Tidyverse****Hands on Data Analysis with Pandas: A python data science handbook for data collection Wrangling analysis and visualization****Introduction to machine learning with python: A guide for data scientists****Data Science for Economics and Finance: Methodologies and Applications****Intro to python for Computer Science and Data Science Learning to program with AI, Bigdata and Cloud****Cleaning data for Effective Data Science: Doing the other 80% of the work with Python, R and Command Line tools****Hands on Data Science for Marketing: Improve your marketing strategies with machine learning using Python and R****Data Science for Supply chain forecasting****How to lead in data science**

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