Programming Collective Intelligence: Building Smart Web 2.0 Applications
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Beautiful Code: Leading Programmers Explain How They Think (Theory in Practice (O'Reilly))
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Pattern Recognition and Machine Learning (Information Science and Statistics)
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Data Mining: Practical Machine Learning Tools and Techniques, Second Edition (Morgan Kaufmann Series in Data Management Systems)
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The Elements of Statistical Learning
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Learning with Kernels: Support Vector Machines, Regularization, Optimization, and Beyond (Adaptive Computation and Machine Learning)
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Causality: Models, Reasoning, and Inference
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Speech and Language Processing (2nd Edition) (Prentice Hall Series in Artificial Intelligence)
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Introduction to Clustering Large and High-Dimensional Data
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Algorithmic Game Theory
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Semi-Supervised Learning (Adaptive Computation and Machine Learning)
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The Minimum Description Length Principle (Adaptive Computation and Machine Learning)
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The Text Mining Handbook: Advanced Approaches in Analyzing Unstructured Data
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Introduction to Machine Learning (Adaptive Computation and Machine Learning)
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Gaussian Processes for Machine Learning (Adaptive Computation and Machine Learning)
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Computational Methods of Feature Selection (Chapman & Hall/Crc Data Mining and Knowledge Discovery Series)
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Interactive and Dynamic Graphics for Data Analysis: With R and GGobi (Use R)
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Understanding Complex Datasets: Data Mining with Matrix Decompositions (Chapman & Hall/Crc Data Mining and Knowledge Discovery Series)
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Predicting Structured Data (Neural Information Processing)
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Modern Multidimensional Scaling: Theory and Applications (Springer Series in Statistics)
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Learning in Graphical Models (Adaptive Computation and Machine Learning)
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Information and Complexity in Statistical Modeling (Information Science and Statistics)
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Reasoning about Uncertainty
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Prediction, Learning, and Games
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Large-Scale Kernel Machines (Neural Information Processing)
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Mining Graph Data
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The Geometry of Information Retrieval
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Algorithmic Learning in a Random World
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Learning Theory: An Approximation Theory Viewpoint (Cambridge Monographs on Applied and Computational Mathematics)
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