硕士水平Data Science 自学课程

Start here.

• Intro to Data Science UW / Coursera
• Topics: Python NLP on Twitter API, Distributed Computing Paradigm, MapReduce/Hadoop & Pig Script, SQL/NoSQL, Relational Algebra, Experiment design, Statistics, Graphs, Amazon EC2, Visualization.

• Linear Algebra / Levandosky Stanford / Book
• Statistics Stats in a Nutshell / Book
• Problem-Solving Heuristics "How To Solve It" Polya / Book

• Algorithms
• Algorithms Design & Analysis I Stanford / Coursera
• Algorithm Design Kleinberg & Tardos / Book
• Databases
• Introduction to Databases Stanford / Coursera
• Data Mining
• Mining Massive Data Sets Stanford / Book
• Mining The Social Web O'Reilly / Book
• Introduction to Information Retrieval Stanford / Book
• Machine Learning
• Machine Learning / Ng Stanford / Coursera
• Programming Collective Intelligence O'Reilly / Book
• Statistics The Elements of Statistical Learning
• Probabilistic Graphical Models
• Probabilistic Programming and Bayesian Methods for Hackers Github / Tutorials
• PGMs / Koller Stanford / Coursera
• Natural Language Processing
• NLP with Python O'Reilly / Book
• Analysis
• Python for Data Analysis O'Reilly / Book
• Big Data Analysis with Twitter UC Berkeley / Lectures
• Social and Economic Networks: Models and Analysis / Stanford / Coursera
• Information Visualization "Envisioning Information" Tufte / Book
• Python (Learning)
• New To Python: Learn Python the Hard Way, Google's Python Class
• Python (Libraries)
• Basic Packages Python, virtualenv, NumPy, SciPy, matplotlib and IPython
• Bayesian Inference | pymc
• Labeled data structures objects, statistical functions, etc pandas (See: Python for Data Analysis)
• Python wrapper for the Twitter API twython
• Tools for Data Mining & Analysis scikit-learn
• Network Modeling & Viz networkx
• Natural Language Toolkit NLTK

• Toy Data Ideas
• Capstone Analysis of Your Own Design; Quora's Idea Compendium

• Coursera
• Khan Academy
• Wolfram Alpha
• Wikipedia
• Quora
• Kindle .mobis
• Fave PopSci Read: The Signal and The Noise Nate Silver
• Zipfian Academy's List of Resources
• A Software Engineer's Guide to Getting Started w Data Science

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