General computing articles
- The Computer Scientist as Toolsmith II – Frederick Brooks Jr.
- Is Computer Science Science? – Peter Denning
- Web Science Emerges – Nigel Shadbolt & Tim Berners-Lee (more info presented at http://webscience.org/webscience.html)
- Data Mining and Statistics: What’s the Connection? – Jerome Friedman
- The Discipline of Machine Learning – Tom Mitchell
- Statistics vs. Machine Learning, fight! – Brendan O’Connor
Tools
- LIBSVM – Support Vector Machines library, National Taiwan University
- WEKA – Data mining / machine learning software, University of Waikato
- LaTeX – Document preparation system (excellent for formatting equations)
- nvALT – Notational Velocity Alternative – Mac note taking productivity app
- ResophNotes – similar to nvALT but for Windows – my notes are synced between the two apps
- Epistle – plain text editor for Android – view and edit my synced notes
- Pencil – open source GUI prototyping software
Programming
- Yii Framework – PHP web application framework with more features than CodeIgniter
- CodeIgniter – Light-weight PHP web application framework
- Cocoa for scientists tutorials – Drew McCormack
- Cocoa tutorials – many articles written by Scott Stevenson
- Collection of API documentation
Books
- Web Data Mining: Exploring Hyperlinks, Contents, and Usage Data – Bing Liu
- Data Mining: Practical Machine Learning Tools and Techniques (contains WEKA guide) – Ian Witten & Eibe Frank
- A Logical Approach to Discrete Math – David Gries and Fred. Schneider
- The Algorithm Design Manual – Steven Skiena
- A Primer on Scientific Programming with Python – Hans Petter Langtangen
- Scientific Scripting with Python – Drew McCormack
- Cocoa and Objective-C: Up and Running: Foundations of Mac, iPhone, and iPod touch programming – Scott Stevenson
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