Creator: Alex Snow and Volunteers

Publisher: Alex Snow School

Publication Date:


Difficulty: Intermediate 

Audience: Computer Science Students, ML and AI Enthusiasts, and IT Professionals 

License: Public Domain

Course State: page.state  

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

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