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
Neural Networks and Deep Learning - Registration
Neural net and Supervised Learning
Why is Deep Learning taking off?
Binary Classification using Logistic Regression
Logistic Regression Cost Function
Unstructured data transformation for neural net
Week 2
Gradient Descent & Intuition about Derivatives
Computation Graph and Gradient Descent Computation Part - 1
Computation Graph and Gradient Descent Computation Part - 2
Python and Vectorization
Vectorizing and Broadcasting in Python
Week 3
Shallow Neural Network
Activation functions
Backpropagation intuition and Random Initialization
Week 4
Deep L-layer neural network
Forward and Backward Propagation of Deep Neural Net
Last Quiz Answers
Reading List
- Coursera: Neural Networks and Deep Learning
- Computing the derivatives of a function using computational graph
- Computing the derivatives of Logistic Regression
- Logistic Regression
- Machine Learning Yearning
နေစဥ် email ကတဆင့် လေ့လာနိုင်ဖို့ Newsletter subscribe လုပ်ထားနိုင်ကြပါပြီး။