We have collected some of the Best Online Resources to learn Data Analysis like Courses and Books. Go through the list and Enjoy reading.

### Best Online Courses:

**Data Analysis Courses:**

**Become a Data Analyst**– Udacity**Data Analyst with R Programming**– Edureka**Data Analyst with R**– Datacamp**Data Analyst with Python**– Datacamp**Data Analyst Masters Program**– Edureka**Data Science Specialization**– Johns Hopkins University**IBM Data Science Professional Certificate**– IBM**Data Science Foundations using R Specialization**– John Hopkins University**Applied Data Science with Python Specialization**– University of Michigan**IBM Data Analyst Professional Certificate**– IBM**Google Data Analytics Professional Certificate**– Google

**Programming Courses:**

**Programming for Data Science with Python**– Udacity**Intermediate Python**– Udacity**Programming for Data Science with R**– Udacity**Online Python Course**– Edureka**R Programming**– Datacamp**Python Programmer**– Datacamp**Python for Everybody Specialization**– University of Michigan**Crash course on Python**– Google**Python 3 Programming Specialization**– University of Michigan**R Programming Course**– Johns Hopkins University**Master python Programming Complete python Bootcamp 2022**– Udemy**Python for Absolute Beginners**– Udemy**Python for Beginners**– Udemy**Learn Python Programming Masterclass**– Udemy**R Programming A-Z for data Science with Real Examples**– Udemy**The Python Mega Course 2022**– Udemy**Python for Beginners (Python 3)**– Udemy**Learn R**– Codecademy

**Machine Learning Courses:**

**Intro to machine learning with Tensorflow**– Udacity**Become a Machine Learning Engineer**– Udacity**Machine Learning Masters Program**– Edureka**Machine Learning Course**– Stanford University**Machine Learning with Python**– IBM**Advanced Machine Learning Specialization**– HSE University**Machine Learning for All**– University of London**Machine Learning A – Z Hands on Python and R in Data Science**– Udemy**Python for Data Science and Machine Learning Bootcamp**– Udemy

**Statistics Courses:**

**Intro to descriptive Statistics**– Udacity**Intro to Inferential Statistics**– Udacity**Intro to statistics**– Udacity**Statistics with Python Specialization**– University of Michigan**Statistics with R Specialization**– Duke University**Advanced Statistics for Data Science Specialization**– Johns Hopkins University**Basic Statistics**– University of Amsterdam**Data Science: Statistics and Machine Learning**– Johns Hopkins University**Statistics for Data Science and Business Analysis**– Udemy**Learn Statistics with R**– Codecademy**Learn Statistics with Python**– Codecademy**Master Statistics with Python**– Codecademy

**Mathematics Courses:**

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

**Data Wrangling Courses:**

**Data Wrangling with MongoDB**– Udacity**SQL Essentials Training and Certification**– Edureka**Data Wrangling Analysis and AB Testing with SQL**– University of California**Excel to MySQL Analytic Techniques for Business Specialization**– Duke University**Learn SQL basics for Data Science Specialization**– University of California**Databases and SQL for Data Science with Python**– IBM**Modern Big Data Analysis with SQL Specialization**– Cloudera**Introduction to Structured Query Language**– University of Michigan**Data Warehousing for Business intelligence Specialization**– University of Colorado**The Complete SQL Bootcamp 2022**– Udemy**SQL – MySQL for Data Analytics and Business Analysis**– Udemy

**Data Visualization Courses:**

**Data Analysis and Visualization with Power BI**– Udacity**Data Visualization**– Udacity**Tableau Certification Training**– Edureka**Data visualization with Tableau Specialization**– University of California, Davis**Data Visualization with Advanced Excel**– PWC**Information Visualization Specialization**– New York University**Information Visualization Advanced Techniques**– New York University**Data Visualization with Python**– IBM**Data Visualization and Communication with Tableau**– Duke University**Tableau 2020 Certified Associate Exam Guide A-Z**(w Datasets) – Udemy**Complete tableau 2021 training for Absolute Beginners**– Udemy

### Books:

#### Programming Language Books:

**Python Crash course**– Eric Matthes View on Amazon**Head first Python: A Brain Friendly Guide**– Paul Barry**Learn Python the hard way**– Zed. A Shaw**Intro to Python for Computer Science and Data Science Learning to Program with AI, Big data and Cloud**– Paul Deitel**Automate the boring stuff with Python**– Sweigart**R for data science**– Hadley Wickham**Machine Learning with R**– Brett Lantz**The book of R: A first course in Programming and Statistics**– Tilman M.Davies

**Machine Learning Books:**

**Hands on Machine Learning with Scikit – Learns, Keras and Tensorflow**– Aurelien Geron**The Hundred page Machine Learning book**– Andriy Burkov**Machine Learning for Absolute Beginners**– Oliver Theobald**Machine Learning: An applied Mathematics Introduction**– Paul Wilmott**Introduction to Machine Learning with Python: A Guide for Data Scientists**– Andreas C.Muller

**Statistics Books:**

**An Introduction to Statistical Learning**– Gareth James, Daniela Witten, Trevor Hastie, Robert Tibshirani**Practical Statistics for Data Scientists**– Peter Bruce**Probability and Statistics for Data Science**– Norman Matloff**The art of Statistics: How to learn from Data**– David Spiegelhalter**How to lie with Statistics**– Darrell Huff

#### Mathematics Books:

**Introduction to Probability**– Joseph K. Blitzstein, Jessica Hwang**Mathematics for Machine Learning**– Marc Peter Deisenroth**Linear Algebra and Optimization for Machine Learning**– Charu C.Aggarwal

#### Data Wrangling Books:

**The Data Wrangling workshop**– Brian Lipp**Hands on Data Analysis with Pandas efficiently perform data collection, wrangling, analysis and visualization using python**– Stefanie Molin**Data Analysis from Scratch with Python**– Peters Morgan**Python for Data Analysis: Data Wrangling with Pandas, Numpy, and IPython**– Wes Mckinney

#### Data Visualization Books:

**Storytelling with Data: A Data Visualization guide for business professionals**– Cole nussbaumer knaflic**Data Visualization: A practical introduction**– Kieran Healy**Effective Data Visualization: The right chart for the Right Data**– Stephanie Evergreen**Data Visualization Handbook for data driven design**– Andy Kirk

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