Navttc-AI

In this repository, Navttc AI (ML & DL ) Materials 2025.

References with Links:

Useful Resources

Course Outline

• View Course Outline

Course Weekly Breakup

• Weekly Course Breakdown

Linux, Bash Scripting

• Linux, Bash Scripting Video

Linux and Bash Scripting

• Linux, Bash Book

Python(Numpy, Pandas & Seaborn)

• Numpy, Pandas and Seaborn Code Examples

Statistics and Probability

• Statistics Lectures
• Probability Lectures

Week 5: Regression

• Regression and its types( Linear Regression, Multivariate Linear Regression, Polynomial Regression and Logistic Regression)
• Linear and Multivariate Linear Regression

Machine Learning with Python

• Machine Learning Hands on Practice Book

Deep Learning Hands on Practice Books

• Deep Learning with Python (1st Edition)
• Deep Learning with Python (2nd Edition)

Articles

• Convolutional Neural Networks (CNN) in Deep Learning

Natural Language Processing (NLP)

• Recurrent Neural Networks (RNN)
• Long Short Term Memory (LSTM)
• Gated Recurrent Unit Networks