Introduction
  • Introduction and Course Outline
  • Do you want to be poet?
  • Becoming Poet Part 1
  • Becoming Poet Part 2
  • Becoming Poet Part 3
  • Three main motivation for Transfer Learning
  • Success of Transfer Learning - Andrew Ng
  • Transfer Learning vs Traditional ML and Deep Learning
  • Transfer Learning vs Traditional ML and Deep Learning 2
Understanding Transfer Learning
  • Basic Understanding of Transfer Learning
  • Technical Terms of Transfer Learning
  • What , How and When to do Transfer Learning
  • Negative Transfer Learning
  • Inductive Bias
  • Transfer Learning in Deep Learning
  • Types of Transfer Learning in Deep Learning
  • Top-1 and Top-5 Accuracy
Worth Reading Articles
  • Articles
Transfer Learning in Python
  • Downloaded Model Location
  • Direct Use of Model
  • Dataset Preparation for Custom Model
  • Making of Custom Model - Last Layer change
  • Fitting of Custom Model - 4 Class Model
Monkey Species Classification
  • Model Downloading
  • Existing Models Checking
  • Data Loading -1
  • Data Loading One Hot Encoding
  • Resnet Custom Model
  • Fitting Custom Resnet Model
  • Basic CNN Model on Monkey Dataset
  • Fitting Basic Model
  • Thank you - For the Course
(Optional ) 4 Classes Model (Cat , dog, horse, human)
  • Checking against pre-trained model
  • Dataset Preparation for Custom Model
  • Custom Model
  • Fitting the Model
(Optional)Full Demo - DOG CAT Classifier
  • Data Preparation-1
  • Image to Numpy Array
  • Label Encoding
  • Basic CNN Model-1
  • CNN Model-2 with Drop out and More layer