Introduction to Coruse
  • Introduction to Course
Intro to Deep Learning and AI
  • Introduction to Deep Learning and AI
Deep Convolutional Neural Networks (ResNet and AlexNet)
  • ResNet and AlexNet Deep Convolutional Neural Networks
  • Bonus Lecture: Deep Convolutional Neural Networks with Python
UNet Deep Learning Architecture
  • UNet Deep Learning Encoder-Decoder Architecture
PSPNet Deep Learning Architecture
  • PSPNet Pyramid Scene Parsing Network
PAN Deep Learning Architecture
  • PAN Pyramid Attention Network
  • Bonus Lecture: Deep Learning for Video and Image Segmentation with Python
Deep Region-Based Convolutional Neural Networks (RCNNs)
  • Region-Based Convolutional Neural Networks (RCNNs)
  • Mask RCNN Deep Learning Architectures
  • Bonus Lecture: YOLOv8: Video and Image Object Detection with Python
Setting-up Google Colab for Writing Python Code
  • Setting-up Google Colab for Writing Python Code
  • Connect Google Colab with Google Drive to Read and Write Data
Data Preprocessing with Python
  • Access Data from Google Drive to Colab Notebook
  • Data Preprocessing for Deep Learning Model
Deep Learning to Perform Image Classification with Python
  • ResNet and AlexNet Models for Single-Label Image Classification
  • Python Code for Single-Label Image Classification
  • ResNet and AlexNet Models for Multi-Label Image Classification
  • Python Code for Multi-Label Image Classification
  • Bonus Lecture: Deep Learning with Python for Image Classification