Introduction to Machine Learning

UNIT 1

• Experiment 1: Exploring Vector Algebra in Machine Learning

  u1_experiment1.ipynb
  

• Experiment 2: Probability in Data Modelling

  u1_experiment2.ipynb
  

• Experiment 3: Regression Analysis for Prediction

  u1_experiment3.ipynb
  

UNIT 2

• Experiment 1: Implementing Network Functions

  u2_experiment1.ipynb
  

• Experiment 2: Backpropagation Algorithm

  u2_experiment2.ipynb
  

• Experiment 3: Spectral Decomposition for Feature Extraction

  u2_experiment3.ipynb
  

UNIT 3

• Experiment 1: Reinforcement Learning for Path Planning

  python3 u3_exp1.py
  

• Experiment 2: Deep Learning for Object Detection in Robotics

  python3 u3_exp2.py
  

• Experiment 3: Integrating Reinforcement and Deep Learning for Robotic Arm Control

  python3 u3_exp3.py