Creator: Alex Snow and Volunteers
Publisher: Alex Snow School
Publication Date:
Updated:
Audience: Computer Science Students, ML and AI Enthusiasts, and IT Professionals
License:
Public Domain
Pre-perquisite: ဒီ course ကို Computer Science, Machine Learning theory, Python Programming တွေ အခြေခံရှိပြီးမှ တက်သင့်ပါတယ်။
Week 1
Registration
Edge Detection and More About It
Padding, Strided Convolutions and Convolutions Over
One Layer of a Convolutional Network
Simple Convolutional Network Example
CNN Example and Why Convolutions?
Week 1 Programming Assignments Explanation
Week 2
Classic Networks - LeNet5, AlexNet, VGG-16
ResNets and Why ResNets Work
Inception Network
Week 3
Using Open-Source Implementation, Transfer Learning and Data Augmentation
State of Computer Vision
Detection algorithms Part 1
YOLO - You Only Look Once Algo
Object detection Part 2
Week 4
Face Recognition
Neural Style Transfer
Reading List
- Coursera: Convolutional Neural Networks
- Computing the derivatives of a function using computational graph
- Computing the derivatives of Logistic Regression
- Logistic Regression
- Machine Learning Yearning
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