Section 1:-

Lecture Topics Video material Reading Material
Core Python Durga Sir Python
or Corey Schafer Durga Sir Python Notes,
Python Crash Course Book
Intermediate Python Durga Sir Python or Corey Schafer Durga Sir Python Notes,
Automation With Python Book
Advance Python Durga Sir Python
Core Software Engineering Principle NA Robust Python & Design Patterns

Section 2:-

Lecture Topics Video material Reading Material
Basic Mathematics ( Optional ) Algebra 1 & Algebra 2 Video Notes
Linear Algebra Linear algebra by Antern Linear Algebra for Dummies Book
Calculus Calculus for ML by Antern Calculus for Dummies Book
Statistics and Probability NA Statistics Dummies Edition and Probability Dummies Edition

Section 3:-

Lecture Topics Video material Reading Material
Introduction Machine Learning Video 1 or Video 2 Machine learning Wiki and Introduction to statistical Learning : Ch: 01 and Hands on ML with Scikit-Learn & Tensorflow: Ch: 01
Supervised Learning:- Linear Regression Beginner Video 1 and Video 2 and Video 3 CS229 LR Notes
Regression Analysis and Statistics Management - Applied Multivariate Statistical Modeling Applied Multivariate Statistical Analysis by Johnson and Wichern
Supervised Learning:- Logistic Regression Video 1 Introduction to statistical learning: Ch: 04 and Hands on ML book: Ch: 03 and Notes on Logistic Regression
Generalized Linear Model Video 1 GLM’s Wiki
Regularization NA Introduction to statistical learning: Ch: 6 & Ch: 07
Naive Bayes Video 1 Naive Bayes Wiki
Support Vector Machine Video 1 and Video 2 Introduction to statistical learning: Ch: 9
Bias-Variance Tradeoff NA Bias and Variance TradeOff and Empirical risk minimization and [Precision-Recall Trade-Off](https://datascience-george.medium.com/the-precision-recall-trade-off-aa295faba140#:~:text=The Idea behind the precision,to decrease%2C or vice versa.)
Feature Engineering Feature Engineering Krish Naik Playlist Feature Engineering for Machine Learning book
Decision Trees and Ensemble Learning Video 1 and Video 2 and Video 3 and Video 4 and Video 5 and Video 6 Hands-On Ensemble Learning with Python Book
Unsupervised Learning Video 1 and Video 2 and Video 3 Hands-On Unsupervised Learning Using Python and Introduction to statistical learning: Ch: 10

Section 4:-

Lecture Topics Video material Reading Material
Machine Learning Operations NA MadewithML, Designing Machine Learning Systems
End to End Production Grade Projects Examples NA ZenFiles
Machine Learning Interview NA ML Interview and Introduction to Machine Learning Interviews Book