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Introduction to Algorithms
by
4.35 avg rating — 9,301 ratings
"Standard introductory text for algorithms, recommended almost universally."
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| 2 |
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The Algorithm Design Manual
by
4.34 avg rating — 2,682 ratings
"A shorter, more cookbook style guide to algorithms. Good for identifying which algorithm applies to which problem."
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| 3 |
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Algorithms on Strings, Trees, and Sequences: Computer Science and Computational Biology
by
4.09 avg rating — 90 ratings
"Standard text on string algorithms. Not necessarily for computational biologists."
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Problem Solving With Algorithms And Data Structures Using Python
by
4.12 avg rating — 205 ratings
"Possibly easier introduction to data structures and algorithms if you're familiar with Python. Available as an online interactive course."
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| 5 |
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Pattern Recognition and Machine Learning
by
4.32 avg rating — 1,898 ratings
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| 6 |
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Machine Learning: A Probabilistic Perspective
by
4.34 avg rating — 520 ratings
"New but seems to have become an instant classic."
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| 7 |
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An Introduction to Statistical Learning: with Applications in R
by
4.59 avg rating — 2,329 ratings
"A more introductory version of the classic "Elements of Statistic Learning" by Hastie et al"
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| 8 |
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Bayesian Data Analysis
by
4.21 avg rating — 538 ratings
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| 9 |
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Data Analysis Using Regression and Multilevel/Hierarchical Models
by
4.36 avg rating — 292 ratings
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| 10 |
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Probabilistic Graphical Models: Principles and Techniques
by
4.19 avg rating — 259 ratings
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| 11 |
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Causality: Models, Reasoning, and Inference
by
4.17 avg rating — 329 ratings
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| 12 |
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Designing Social Inquiry: Scientific Inference in Qualitative Research
by
3.50 avg rating — 418 ratings
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| 13 |
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Machine Learning in Action
by
3.77 avg rating — 240 ratings
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| 14 |
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Information Theory, Inference, and Learning Algorithms
by
4.52 avg rating — 488 ratings
"Engaging text covering a wide range of topics and weaving them together in an understandable way."
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| 15 |
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Foundations of Statistical Natural Language Processing
by
4.12 avg rating — 265 ratings
"The standard text on statistical NLP."
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| 16 |
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The Visual Display of Quantitative Information
by
4.39 avg rating — 8,651 ratings
"The classic on data visualizaion - not so practical, but it will give you some key concepts to bear in mind as you design your own data visualizations."
Michelle
rated it 5 stars
See Review
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| 17 |
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Interactive Data Visualization for the Web: An Introduction to Designing with D3
by
4.09 avg rating — 535 ratings
"A good introduction to d3.js, which will help you make beautiful, interactive visualizations."
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Agile Data Science: Building Data Analytics Applications with Hadoop
by
3.33 avg rating — 73 ratings
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| 19 |
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Pattern Classification
by
4.05 avg rating — 389 ratings
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| 20 |
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BISHOP:NEURAL NETWORKS FOR PATTERN RECOGNITION PAPER (Advanced Texts in Econometrics (Paperback))
by
4.11 avg rating — 171 ratings
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| 21 |
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Computer Age Statistical Inference: Algorithms, Evidence, and Data Science (Institute of Mathematical Statistics Monographs, Series Number 5)
by
4.43 avg rating — 129 ratings
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| 22 |
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Python Machine Learning
by
4.24 avg rating — 756 ratings
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| 23 |
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Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems
by
4.55 avg rating — 2,785 ratings
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