Overview of AI, ML
Introduction to AI.
Introduction to Machine Learning
Types of Machine Learning
- Supervised Learning
- Unsupervised Learning
- Reinforcement Learning
Hands On : Getting started with python programming
- Installing Anaconda
- Python variables, lists, tuples and dictionaries
- Control Structure in Python
- Defining Functions in Python
- Using modules and packages
- NumPy for Data computation
- Matplotlib for Data Visualization
- Pandas for data exploration
- Using scikit-learn
- Creating linear regression models using scikit-learn
Hands On Sessions :
Supervised Learning Algorithms:
KNN, SVM, Random Forest, Naïve Bayes, Decision Tree
Unsupervised Learning Algorithms:
k-Means Clustering
