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 Statistics Probability Calculus Linear Algebra 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) Udacity https://www.udacity.com/course/intro-to-relational-databases--ud197 NoSQL https://www.youtube.com/watch?v=E-1xI85Zog8 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.