CogWorks
1.0
Table of Contents:
CogWorks
Course Pre-Requisites
Supplemental Math Materials
Audio Module
Vision Module
Language Module
Prerequisites
Natural Language Processing
Word Embeddings and Autoencoders
RNNs
Language Module Capstone: Semantic Image Search
Cheat Sheets
CogWorks
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Language Module
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Language Module
Intro to Language Week
Contents:
Prerequisites
Installs
Natural Language Processing
Introduction to AI
Introduction to NLP
Word Embeddings and Autoencoders
Introduction to Word Embeddings
Introduction to Autoencoders
Training Your Own Word Embeddings: Unsupervised Learning
Sentiment Analysis
RNNs
Use of RNNs
Implementing a Simple RNN
Backpropagation
Turing-Complete
Variations of RNNs
Language Module Capstone: Semantic Image Search
Overview of the project
Our Data
Training Data
Training
Searching Our Database
Team Tasks
Hyperparameters and Training Settings
Gotchyas