Learn Data Science in 3 Months

Accelerated Learning Techniques

Watch videos at 2x or 3x speed using a browser extension
Handwrite notes as you watch for memory retention
Immerse yourself in the community

Month 1 - Data Analysis

Week 1 - Learn Python

Youtube (Freecodecamp) https://www.youtube.com/watch?v=LHBE6Q9XlzI
Youtube (Data Analysis) https://www.youtube.com/watch?v=GPVsHOlRBBI

Week 2 - Statistics & Probability

Krish Naik https://www.youtube.com/watch?v=zRUliXuwJCQ&list=PLZoTAELRMXVMhVyr3Ri9IQ-t5QPBtxzJO

Week 3 Data Pre-processing, Data Visualization, Exploratory Data Analysis

EdX https://www.edx.org/course/introduction-to-computing-for-data-analysis

Week 4 Kaggle Project #1

Try your best at a competition of your choice from Kaggle.
Use Kaggle Learn as a helpful guide

Month 2 - Machine Learning

Math of Machine Learning Cheat Sheets

Week 1-2 - Algorithms & Machine Learning

Krish Naik https://www.youtube.com/watch?v=bPrmA1SEN2k&list=PLZoTAELRMXVPBTrWtJkn3wWQxZkmTXGwe

Week 3 - Deep Learning

Read Part 1 and 2 of DL Book https://www.deeplearningbook.org/
Intro to Deep Learning https://www.youtube.com/watch?v=VyWAvY2CF9c
Tensorflow For Deep Learning https://www.youtube.com/watch?v=qFJeN9V1ZsI

Week 4 - Kaggle Project #2

Try your best at a competition of your choice from Kaggle. Make sure to add great documentation to your github repository! Github is the new resume.

Month 3 - Real-World Tools

Week 1 Databases (SQL + NoSQL)

Week 2 Hadoop & Map Reduce + Spark

Udacity https://www.udacity.com/course/intro-to-hadoop-and-mapreduce--ud617
Spark Workshop https://stanford.edu/~rezab/sparkclass/slides/itas_workshop.pdf

Week 3 Big Data

Edx https://www.edx.org/course/big-data-analytics-using-spark

Week 4 Kaggle Project #3

Try your best at a competition of your choice from Kaggle.