ML Roadmap 2022

Stage 1: Math

• UDACITY: INTRO TO STATISTICS
• THE MATRIX COOKBOOK: The Elements of Statistical Learning
• COURSERA: MATH FOR MACHINE LEARNING

Stage 2: Python

• FREECODECAMP: PYTHON FOR EVERYONE
• COURSERA: UNI OF MICHIGAN COURSE FOR PYTHON
• NUMPY TUTORIAL
• PANDAS TUTORIAL

Stage 3: Basic Machine Learning

• DUKE UNIVERSITY: INTRODUCTION TO MACHINE LEARNING
• 100 DAYS OF MACHINE LEARNING BY SMITHA KOLAN
• GOOGLE MACHINE LEARNING CRASH COURSE

Stage 4: Advanced Machine Learning

• HSE: ADVANCED MACHINE LEARNING
• INTERPREABLE MACHINE LEARNING

Stage 5: Deep Learning

• DEEP LEARNING WITH PYTHON by François Chollet
• DIVE INTO DEEP LEARNING

Stage 6: Projects

• STEM SALARY ML PREDICTOR
• MACHINE LEARNING FUNDAMENTALS
• KAGGLE DATASETS

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Source: https://ml2022.my.canva.site/