Learning Road Map (Year 2018)

Deep Learning

  • is a sub-field of machine learning

NLP

Sentiment Analysis

Example

Product Review

Parts of Speech tagging

Named Entity Recognition

Question Answering (Chatbot)

Language Translation

Word Analogies

Object Detection

Automatic Caption Generation

Automatic tagging in Facebook

Automatic Handwriting Generation

Question about images

Deep learning in Machine

Recommender Systems

AlphaGo (Google Game: uk)

Self Driving Cars

Math

Matrix

Unit Matrix (Square)

Null Matrix (Zero Matrix)

Row Matrix

Column Matrix

Sub Matrix

Principal Submatrix

Principal Diagnal

Matrix Operation

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Open Source Framework

TensorFlow

Keras (Build on top of TensorFlow)

Microsoft CNTK

Torch

mxnet

Caffe2