Online Courses
Natural Language Processing: https://class.coursera.org/nlp/lecture
- Week 1 Basic Text Processing
- Week 1 Edit Distance
- Week 3 Text Classification
- Week 3 Sentiment Analysis
- Week 4 Named Entity Recognition
- Week 5 POS Tagging
- Week 7 Information Retrieval
- Week 8 Semantics
Machine Learning: https://class.coursera.org/ml-005/lecture/preview
- Week 1 Intro
- Week 1 Linear Regression
- Week 4 Neural Networks (optional)
- Week 5 Neural Networks (optional)
- Week 6 Advice
- Week 6 System Design
- Week 7 SVMs
- Week 8 Clustering
- Week 8 Dim Reduc
- Week 9 Recommender Systems
- Week 10 Large Scale
Topics and Concepts
- Text Mining
- Clustering https://en.wikipedia.org/wiki/Cluster_analysis
- k-nearest neighbor https://en.wikipedia.org/wiki/K-nearest_neighbors_algorithm
- Learning https://en.wikipedia.org/wiki/Pattern_recognition
- Markov Chain https://en.wikipedia.org/wiki/Markov_chain
- Hidden
- Adaptiv
Social Networks https://en.wikipedia.org/wiki/Social_networking_service
Types
- Facebook https://en.wikipedia.org/wiki/Facebook#Website
- Twitter https://en.wikipedia.org/wiki/Twitter#Features
- Linkedin https://en.wikipedia.org/wiki/LinkedIn#Features
- Pinterest https://en.wikipedia.org/wiki/Pinterest#Use
- Blogs https://en.wikipedia.org/wiki/Blog
- Forums https://en.wikipedia.org/wiki/Internet_forum
APIs
- Apache Nutch https://nutch.apache.org/
- MapReduce http://research.google.com/archive/mapreduce.html
- import.io https://import.io/
- scrappy http://scrapy.org/imp
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