Machine Learning from Scratch

Linear Regression with One Variabale from Scratch

Tutorial Videos on Youtube:

• Part-1 The Dataset - https://www.youtube.com/watch?v=udH3uIM6ujo&t=44s
• Part-2 Forward Propagation and Cost Function - https://www.youtube.com/watch?v=NZ-eIcPTdRI&t=97s
• Part-3 Backpropagation Algorithm - https://www.youtube.com/watch?v=6reyfoP0zVM&t=2s
• Part-4 The Training - https://www.youtube.com/watch?v=p4CywVXG30c&t=17s

Functions Implemented:

• Dataset Visualization - Using matplot library
• Forward Propagation - Simple linear equation
• Cost Function - Mean squared difference
• Back Propagation - Simple gradient descent
• Update Parameters
• Training

Libraries Used:

• Numpy
• Matplot
• Pandas

Language and Platform

• Python
• Jupyter Notebook