1
Introduction to Algorithms

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4.35 avg rating — 9,301 ratings
"Standard introductory text for algorithms, recommended almost universally."
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2
The Algorithm Design Manual

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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
Algorithms on Strings, Tree...

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4.09 avg rating — 90 ratings
"Standard text on string algorithms. Not necessarily for computational biologists."
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4
Problem Solving With Algori...

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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
Pattern Recognition and Mac...

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4.32 avg rating — 1,898 ratings
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6
Machine Learning: A Probabi...

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4.34 avg rating — 520 ratings
"New but seems to have become an instant classic."
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7
An Introduction to Statisti...

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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
Bayesian Data Analysis

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4.21 avg rating — 538 ratings
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9
Data Analysis Using Regress...

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4.36 avg rating — 292 ratings
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10
Probabilistic Graphical Mod...

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4.19 avg rating — 259 ratings
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11
Causality: Models, Reasonin...

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4.17 avg rating — 329 ratings
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12
Designing Social Inquiry: S...

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3.50 avg rating — 418 ratings
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13
Machine Learning in Action

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3.77 avg rating — 240 ratings
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14
Information Theory, Inferen...

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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
Foundations of Statistical ...

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4.12 avg rating — 265 ratings
"The standard text on statistical NLP."
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16
The Visual Display of Quant...

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4.39 avg rating — 8,650 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
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17
Interactive Data Visualizat...

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4.09 avg rating — 535 ratings
"A good introduction to d3.js, which will help you make beautiful, interactive visualizations."
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18
Agile Data Science: Buildin...

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3.33 avg rating — 73 ratings
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19
Pattern Classification

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4.05 avg rating — 389 ratings
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20
BISHOP:NEURAL NETWORKS FOR ...

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4.11 avg rating — 171 ratings
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21
Computer Age Statistical In...

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4.43 avg rating — 129 ratings
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22
Python Machine Learning

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4.24 avg rating — 756 ratings
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23
Hands-On Machine Learning w...

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4.55 avg rating — 2,785 ratings
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