Machine Learning

Repo for storing and tracking my self-study progress in Machine Learning

Machine Learning Resources and Books
1. Machine Learning by Stanford University - Coursera
2. Machine Learning From Scratch by Danny Friedman
3. Hands On Machine Learning with Scikit Learn, Keras and TensorFlow
4. scikit-learn Tutorials
5. Foundations of Machine Learning - Bloomberg ML EDU

Deep Learning Resources and Books
1. Deep Learning Specialization - DeepLearning.AI
2. fast.ai

Mathematics and Statistics
1. Linear Algebra - Khan Academy
2. 3Blue1Brown - Essence of Linear Algebra
3. Statistics and probability - Khan Academy
4. The Roadmap of Mathematics for Machine Learning - TowardsDataScience

Notebooks and Projects
1. Linear Regression - Gradient Descent Algorithm
2. Linear Regression from scratch
3. Multiple Linear Regression - scikit-learn
4. California Housing dataset - scikit-learn

Articles and Blog posts
1. Machine Learning Mastery - Why Machine Learning Does Not Have to Be So Hard
2. 8 Fun Machine Learning Projects for Beginners
3. Neural Networks - IBM
4. Forecast KPIs: RMSE, MAE, MAPE & Bias
5. Which Evaluation Metric Should You Use in Machine Learning Regression Problems?