Practice Session 1

Image classification is an exciting field of study that can help us understand the world around us better. In this lesson, we discuss how to build a vision learner by fastai library, which is a powerful tool for image classification.

Video

Objectives

  1. How to Use Collab
  2. What is Fastai
  3. Fastai Installation
  4. Download the Data
  5. Data Bunch
  6. Data Augmentation
  7. General Pipeline
  8. Data Block API
  9. Make Vision Learner
  10. Train Our Model
  11. Interpretation

Highlights

Following were the highlight’s:

  1. Remaking walkwithfastai course ( https://walkwithfastai.com/ )
  2. Lesson One: Introduction and Pets images classification

Resources :

  1. Slides Notes Python Notebook
  2. Original Lesson
  3. Amazon Book
  4. Free Book Version

Acknowledgements

Special Thanks to @Jeremy Howard