Overview :

This course aims to provide an introduction to the basic principles, techniques, and applications of Machine Learning & AI. Programming assignments are used to help clarify basic concepts.

Overview :

This course aims to provide an introduction to the basic principles, techniques, and applications of Machine Learning & AI. Programming assignments are used to help clarify basic concepts.

Course :

- Introduction:
- Python for AI (Significant Functions, Packages and Routines)
- Regression (Linear, Multiple, Logistic)
- Clustering (k-means, hierarchical, high-dimensional)
- Value-based methods (e.g. Q-learning)
- Neural Network Basics

- Convolutional Neural Networks
- Statistical NLP and text similarity
- Text Summarization Techniques
- Uninformed and heuristic-based search techniques

Benefits :

- Python
- Data Libraries such as Pandas, Numpy, Scipy
- Python Machine Learning library such as scikit-learn
- Python visualization library such as Matplotlib
- Natural Language Processing library such as NLTK
- Tensor Flow
- Keras
- Supervised Learning
- Reinforcement Learning
- Deep Learning

Details :

- Venue : College Of Engineering, Pune
- Workshop Fees: Rs.1100/- per participant
- Date : 15th & 16th September