Practice Session 4

In this video, I explain linear regression using the fastai library. Linear regression is a powerful tool for predicting continuous values from data. It can be used to predict things like stock prices or housing prices based on past data points. I then give an intuition about how to use the fastai library for deployment.

Video

Objectives:

  1. Linear Regression
  2. Stochastic Gradient Descent and Gradient Descent
  3. Deployment with fastai

Highlights:

  1. Remaking walkwithfasta course ( https://walkwithfastai.com/ )
  2. Lesson Two – Part-1: Linear Regression and Deployment

Resources:

  1. https://drive.google.com/drive/folders/1NdboVzKiRyN_Q8UgQfwkDVuH_4flMb-H
  2. https://drive.google.com/drive/folders/1wp9jCBaYs5UzMxR3abBnfQE3CtBQXlrX
  3. https://colab.research.google.com/github/muellerzr/Practical-Deep-Learning-for-Coders-2.0/blob/master/Computer%20Vision/02_Deployment.ipynb
  4. https://walkwithfastai.com/Introduction