Machine Learning and having it deep and structured

What's Machine Learning?
You can ask computer to do lots of things for you
However, computer can only do what you ask it to do
Computer can never solve the problem you can't solve

Some tasks are very complex
One day, you are asked to write a program for speech recognition
Machine Learning and having it deep and structured
Let the machine lear by itself

Learning ≈ Looking for a Function

Speech Recognition
Machine Learning and having it deep and structured
Handwritten Recognition

Weather forecast

Play video games

Framework
Machine Learning and having it deep and structured

This Course
Machine Learning and having it deep and structured

Deep Learning
What is Deep Learning?
Machine Learning and having it deep and structured
Deep v.s. Shallow

Speech Recognition
Shallow Approach

Deep Learning
Machine Learning and having it deep and structured

-Image Recognition
Shallow Approach
Machine Learning and having it deep and structured
Deep Learning

Deep learning usually referred to neural network based approach

Inspired from Human Brains
Machine Learning and having it deep and structured

A Neuron for Machine
Machine Learning and having it deep and structured

Cascading the neurons to form a neural network
Each layer is a simple function in the production line
Machine Learning and having it deep and structured