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The Data Science Handbook By Field Cady PDF

Download Book : The Data Science Handbook By Field Cady PDF

Informations about the book:

Title: Make: Action: Movement, Light, and Sound with Arduino and Raspberry Pi

Author: Simon Monk 

Size140 MB




Book Contents:

1 Introduction: Becoming a Unicorn
Part I The Stuff You’ll Always Use
2 The Data Science Road Map
3 Programming Languages
4 Data Munging: String Manipulation, Regular Expressions, and Data Cleaning
5 Visualizations and Simple Metrics
6 Machine Learning Overview
7 Interlude: Feature Extraction Ideas
8 Machine Learning Classification
9 Technical Communication and Documentation
Part II Stuff You Still Need to Know
10 Unsupervised Learning: Clustering and Dimensionality Reduction
11 Regression
12 Data Encodings and File Formats
13 Big Data
14 Databases
15 Software Engineering Best Practices
16 Natural Language Processing
17 Time Series Analysis
18 Probability
19 Statistics
20 Programming Language Concepts
21 Performance and Computer Memory
Part III Specialized or Advanced Topics
22 Computer Memory and Data Structures
23 Maximum Likelihood Estimation and Optimization
24 Advanced Classifiers
25 Stochastic Modeling


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