IIT Kanpur - Advanced Certification in AI & Machine Learning 

Introduction to Machine Learning & Python

Fundamentals of Python

Loops, functions and classes in Python

Data summary & visualization in Python using Pandas

Data Processing in Python using NumPy & Pandas

Basics of statistics

Basics of Machine Learning

Generalised Linear Models in Python

Decision Tree Models using Python

Bagging and Boosting Algorithms in Python

SVM and kNN in Python

Unsupervised learning in Python

Neural Networks in Python

Text Mining in Python

Ensemble Methods for mixed algorithms

Python pipelines for model deployment

Version control with git

Advanced feature engineering, parameter tuning and model interpretation

Introduction to AI and Deep Learning

Gradient descent algorithm and parameter optimisation

Getting Started with Tensorflow

Deep Feed Forward & Convolutional Neural Networks

Introduction to Keras

RNN, LSTM and GRU algorithms

Unsupervised deep learning with Autoencoders

Generative Adversarial Networks

Computer vision using deep learning

Object detection and localisation

Face detection and recognition

Natural Language Processing (NLP)

Deep Learning algorithms for NLP

Creating chatbots with Rasa

Implementing other AI applications

Processing audio data

Image captioning and style transfer

Introduction to SQL

SQL data types and operators

Useful operations in SQL

Aggregating Data in SQL

Functions and sub-queries in SQL

DML and DDL statements in SQL

Joins and views in SQL