Python Data Analysis Books | Summaries & Audio

Python Data Science

by Christopher Wilkinson • 2019

Python taught for data science: syntax, data structures, and the libraries that unlock the field.

2.50

🐍 Python Programming 📊 Data Science 📐 Programming Fundamentals

Python Data Science 94%

Python taught for data science: syntax, data structures, and the libraries that unlock the field.

by Christopher Wilkinson 2019

2.50

2 ratings

🐍 Python Programming 📊 Data Science 📐 Programming Fundamentals

PYTHON FOR DATA ANALYSIS

by Ryshith Doyle • 2019

The systematic NumPy and Pandas walkthrough: import, clean, combine, and analyze data in Python.

3.67

🐍 Python Programming 📊 Data Analysis 🧹 Data Wrangling

PYTHON FOR DATA ANALYSIS 94%

The systematic NumPy and Pandas walkthrough: import, clean, combine, and analyze data in Python.

by Ryshith Doyle 2019

3.67

6 ratings

🐍 Python Programming 📊 Data Analysis 🧹 Data Wrangling

Python for Data Analysis

by Wes McKinney • 2011

The pandas creator teaches the full Python data pipeline: messy files in, statistical models out.

4.17

2k+

🧹 Data Wrangling 🔬 Scientific Computing 📊 Data Visualization

Python for Data Analysis 93%

The pandas creator teaches the full Python data pipeline: messy files in, statistical models out.

by Wes McKinney 2011

4.17

2k+ ratings

🧹 Data Wrangling 🔬 Scientific Computing 📊 Data Visualization

Python Crash Course

by Eric Matthes • 2015

Learn Python through data: plot random walks, map countries, and build interactive charts from zero.

4.35

3k+

🐍 Python Programming 📊 Data Visualization 🌱 Beginner Programming

Python Crash Course 93%

Learn Python through data: plot random walks, map countries, and build interactive charts from zero.

by Eric Matthes 2015

4.35

3k+ ratings

🐍 Python Programming 📊 Data Visualization 🌱 Beginner Programming

Python for Informatics

by Charles Severance • 2002

Learn Python by probing data: scrape the web, query databases, and make the file system obey.

3.99

619

🐍 Python Programming 📘 Introductory Programming ℹ️ Informatics

Python for Informatics 92%

Learn Python by probing data: scrape the web, query databases, and make the file system obey.

by Charles Severance 2002

3.99

619 ratings

🐍 Python Programming 📘 Introductory Programming ℹ️ Informatics

Python Data Science Handbook

by Jake VanderPlas • 2016

Four libraries, one workflow: the Python path from raw data to validated predictions.

4.29

676

📊 Data Science 🤖 Machine Learning 🐍 Scientific Python

Python Data Science Handbook 92%

Four libraries, one workflow: the Python path from raw data to validated predictions.

by Jake VanderPlas 2016

4.29

676 ratings

📊 Data Science 🤖 Machine Learning 🐍 Scientific Python

The Quick Python Book

by Naomi R. Ceder • 2000

Indentation is syntax, functions are data, and the standard library does half the work already.

3.87

277

🐍 Python Language 📚 Language Reference 📜 Scripting Languages

The Quick Python Book 92%

Indentation is syntax, functions are data, and the standard library does half the work already.

by Naomi R. Ceder 2000

3.87

277 ratings

🐍 Python Language 📚 Language Reference 📜 Scripting Languages

Python Programming for Beginners

by MARK CODING • 2020

Python for absolute beginners: automate spreadsheets, scrape websites, analyze data step by step.

5.00

🐍 Python Programming 💻 Learn To Code 🌱 Absolute Beginners

Python Programming for Beginners Summary

Python Programming for Beginners 92%

Python for absolute beginners: automate spreadsheets, scrape websites, analyze data step by step.

by MARK CODING 2020

5.00

1 ratings

🐍 Python Programming 💻 Learn To Code 🌱 Absolute Beginners

Learning Python Data Visualization

by Chad Adams • 2014

Turn spreadsheets and web data into SVG charts with Python, no design background required.

3.00

📊 Data Visualization 🐍 Python Programming 📈 Chart Creation

Learning Python Data Visualization Summary

Learning Python Data Visualization 92%

Turn spreadsheets and web data into SVG charts with Python, no design background required.

by Chad Adams 2014

3.00

5 ratings

📊 Data Visualization 🐍 Python Programming 📈 Chart Creation

Think Stats

by Allen B. Downey • 2011

Statistics taught through code: why simulation and real data beat memorization every time.

3.64

469

💻 Computational Statistics 🔍 Exploratory Data Analysis 📊 Statistical Modeling

Think Stats 92%

Statistics taught through code: why simulation and real data beat memorization every time.

by Allen B. Downey 2011

3.64

469 ratings

💻 Computational Statistics 🔍 Exploratory Data Analysis 📊 Statistical Modeling

Python for Excel

by Felix Zumstein • 2021

Turn Excel into a Python engine: automate reports, scale past a million rows, and quit copy-pasting.

4.00

📊 Data Analysis 🤖 Spreadsheet Automation 🐼 Pandas Dataframes

Python for Excel 92%

Turn Excel into a Python engine: automate reports, scale past a million rows, and quit copy-pasting.

by Felix Zumstein 2021

4.00

41 ratings

📊 Data Analysis 🤖 Spreadsheet Automation 🐼 Pandas Dataframes

Python for Data Analysis

by Oscar Scratch • 2019

Python data analysis, taught through questions: NumPy, Pandas, and the bridge to machine learning.

3.50

🧮 Scientific Computing 🔄 Data Manipulation 📊 Data Visualization

Python for Data Analysis 92%

Python data analysis, taught through questions: NumPy, Pandas, and the bridge to machine learning.

by Oscar Scratch 2019

3.50

2 ratings

🧮 Scientific Computing 🔄 Data Manipulation 📊 Data Visualization

Learning Python

by Mark Lutz • 2013

Every Python tool unpacked: data types, functions, and the rules that control your code.

4.02

3k+

🐍 Python Programming 📖 Language Fundamentals 🧱 Data Structures

Learning Python 91%

Every Python tool unpacked: data types, functions, and the rules that control your code.

by Mark Lutz 2013

4.02

3k+ ratings

🐍 Python Programming 📖 Language Fundamentals 🧱 Data Structures

Beginning Programming with Python For Dummies

by John Paul Mueller • 2014

Your first Python program: handling data, errors, and control flow without the jargon.

3.61

143

🐍 Python 🧑‍💻 Programming Basics 📚 Learning To Code

Beginning Programming with Python For Dummies Summary

Beginning Programming with Python For Dummies 91%

Your first Python program: handling data, errors, and control flow without the jargon.

by John Paul Mueller 2014

3.61

143 ratings

🐍 Python 🧑‍💻 Programming Basics 📚 Learning To Code

Python Cookbook

by David Beazley • 2002

Python recipes that make the standard library do the heavy lifting, from strings to metaclasses.

4.18

1k+

🐍 Python Programming 📋 Code Recipes 📚 Standard Library

Python Cookbook 91%

Python recipes that make the standard library do the heavy lifting, from strings to metaclasses.

by David Beazley 2002

4.18

1k+ ratings

🐍 Python Programming 📋 Code Recipes 📚 Standard Library

Python Programming for Beginners

by Jason Cannon • 2014

The no-fluff guide to Python: learn variables, functions, and data structures, then write real code.

3.93

283

🐍 Python Programming 📖 Language Fundamentals 📜 Scripting Basics

Python Programming for Beginners 91%

The no-fluff guide to Python: learn variables, functions, and data structures, then write real code.

by Jason Cannon 2014

3.93

283 ratings

🐍 Python Programming 📖 Language Fundamentals 📜 Scripting Basics

Python for Geeks

by Muhammad Asif • 2021

Machine learning from notebook to production: Python libraries, data prep, and deployment paths.

4.50

🐍 Python Programming ⚙️ Machine Learning Engineering 📊 Data Science

Python for Geeks 91%

Machine learning from notebook to production: Python libraries, data prep, and deployment paths.

by Muhammad Asif 2021

4.50

8 ratings

🐍 Python Programming ⚙️ Machine Learning Engineering 📊 Data Science

Automate the Boring Stuff with Python

by Al Sweigart • 2014

Turn tedious computer work into scripts: spreadsheets, emails, and scraping, taught from zero.

4.28

3k+

🐍 Introductory Python ⚙️ Task Automation 🕸️ Web Scraping

Automate the Boring Stuff with Python Summary

Automate the Boring Stuff with Python 91%

Turn tedious computer work into scripts: spreadsheets, emails, and scraping, taught from zero.

by Al Sweigart 2014

4.28

3k+ ratings

🐍 Introductory Python ⚙️ Task Automation 🕸️ Web Scraping

Think Python

by Allen B. Downey • 2012

Python taught as problem decomposition: mastering variables, functions, and data structures.

4.13

2k+

🐍 Python Programming 🧱 Programming Fundamentals 🧠 Computational Thinking

Think Python 91%

Python taught as problem decomposition: mastering variables, functions, and data structures.

by Allen B. Downey 2012

4.13

2k+ ratings

🐍 Python Programming 🧱 Programming Fundamentals 🧠 Computational Thinking

Data Science from Scratch

by Joel Grus • 2015

Real understanding comes from building algorithms yourself, not calling libraries others wrote.

3.90

1k+

🐍 Python For Data Science ⚙️ Algorithm Implementation 📊 Statistical Thinking

Data Science from Scratch 91%

Real understanding comes from building algorithms yourself, not calling libraries others wrote.

by Joel Grus 2015

3.90

1k+ ratings

🐍 Python For Data Science ⚙️ Algorithm Implementation 📊 Statistical Thinking

Python for Everybody

by Charles Severance • 2016

Python from motherboard to internet: no prerequisites, no hand-waving, no jargon left unexplained.

4.27

934

🐍 Python Programming 💻 Computer Science Basics 🧱 Coding Fundamentals

Python for Everybody 91%

Python from motherboard to internet: no prerequisites, no hand-waving, no jargon left unexplained.

by Charles Severance 2016

4.27

934 ratings

🐍 Python Programming 💻 Computer Science Basics 🧱 Coding Fundamentals

Introduction to Computation and Programming Using Python

by John V. Guttag • 2013

A computer calculates and remembers; everything beyond that is what you build with code.

4.22

500

🧑‍💻 Introductory Programming 🧠 Computational Thinking 🐍 Python For Beginners

Introduction to Computation and Programming Using Python Summary

Introduction to Computation and Programming Using Python 90%

A computer calculates and remembers; everything beyond that is what you build with code.

by John V. Guttag 2013

4.22

500 ratings

🧑‍💻 Introductory Programming 🧠 Computational Thinking 🐍 Python For Beginners

Learn Python 3 the Hard Way

by Zed A. Shaw • 2017

Python without the hand-holding: type every line, debug every error, and build from the terminal up.

3.92

597

🐍 Python Programming 💻 Learn To Code ⌨️ Command Line

Learn Python 3 the Hard Way 90%

Python without the hand-holding: type every line, debug every error, and build from the terminal up.

by Zed A. Shaw 2017

3.92

597 ratings

🐍 Python Programming 💻 Learn To Code ⌨️ Command Line

Deep Learning with Python

by François Chollet • 2017

The Keras creator teaches you to build neural networks that see, read, and create in Python.

4.57

1k+

🧠 Deep Learning 🐍 Python Programming 🏋️ Model Training

Deep Learning with Python 90%

The Keras creator teaches you to build neural networks that see, read, and create in Python.

by François Chollet 2017

4.57

1k+ ratings

🧠 Deep Learning 🐍 Python Programming 🏋️ Model Training

Python Machine Learning Case Studies

by Danish Haroon • 2017

Five Python case studies in machine learning: from data cleanup to a scored model, step by step.

2.60

📊 Data Science 🤖 Machine Learning 🔍 Exploratory Data Analysis

Python Machine Learning Case Studies Summary

Python Machine Learning Case Studies 90%

Five Python case studies in machine learning: from data cleanup to a scored model, step by step.

by Danish Haroon 2017

2.60

5 ratings

📊 Data Science 🤖 Machine Learning 🔍 Exploratory Data Analysis

Learn Python in One Day and Learn It Well

by Jamie Chan • 2014

One day, one language, one project: Python fundamentals taught through building a real game.

4.01

917

🐍 Python Programming 💻 Learn To Code 🔨 Hands-On Projects

Learn Python in One Day and Learn It Well Summary

Learn Python in One Day and Learn It Well 90%

One day, one language, one project: Python fundamentals taught through building a real game.

by Jamie Chan 2014

4.01

917 ratings

🐍 Python Programming 💻 Learn To Code 🔨 Hands-On Projects

Practical Statistics for Data Scientists

by Peter Bruce • 2017

The statistical methods data scientists use daily, from boxplots to bootstrap, minus the proofs.

4.02

545

🛠️ Practical Data Science 📈 Applied Statistics 🔍 Exploratory Data Analysis

Practical Statistics for Data Scientists Summary

Practical Statistics for Data Scientists 90%

The statistical methods data scientists use daily, from boxplots to bootstrap, minus the proofs.

by Peter Bruce 2017

4.02

545 ratings

🛠️ Practical Data Science 📈 Applied Statistics 🔍 Exploratory Data Analysis

Beyond the Basic Stuff with Python

by Al Sweigart • 2020

Stop guessing at style: the tools and idioms that turn working Python into professional code.

4.27

239

🐍 Python Programming 🧼 Clean Code ⚡ Performance Tuning

Beyond the Basic Stuff with Python Summary

Beyond the Basic Stuff with Python 90%

Stop guessing at style: the tools and idioms that turn working Python into professional code.

by Al Sweigart 2020

4.27

239 ratings

🐍 Python Programming 🧼 Clean Code ⚡ Performance Tuning

Python Tricks

by Dan Bader • 2017

Go from writing Python to thinking in Python: the intermediate patterns your tutorials skipped.

4.43

1k+

🐍 Python Programming 💡 Pythonic Thinking 🧠 Functional Programming

Python Tricks 90%

Go from writing Python to thinking in Python: the intermediate patterns your tutorials skipped.

by Dan Bader 2017

4.43

1k+ ratings

🐍 Python Programming 💡 Pythonic Thinking 🧠 Functional Programming

Practical SQL

by Anthony DeBarros • 2022

Write real SQL: load data, join tables, run statistics, map locations, and query JSON in PostgreSQL.

4.26

239

💾 Sql 📊 Data Analysis 🗃️ Relational Databases

Practical SQL 90%

Write real SQL: load data, join tables, run statistics, map locations, and query JSON in PostgreSQL.

by Anthony DeBarros 2022

4.26

239 ratings

💾 Sql 📊 Data Analysis 🗃️ Relational Databases

Python Programming

by John Zelle • 2003

A Python-first CS textbook that teaches what computation can do, not just how to code.

4.02

483

📘 Introductory Programming 🐍 Python Programming 🧮 Algorithm Fundamentals

Python Programming 90%

A Python-first CS textbook that teaches what computation can do, not just how to code.

by John Zelle 2003

4.02

483 ratings

📘 Introductory Programming 🐍 Python Programming 🧮 Algorithm Fundamentals

Practical Statistics for Data Scientists

by Peter Bruce • 2020

The statistics data scientists actually use, from EDA to ensembles, with working R and Python code.

4.21

261

📊 Statistical Computing 🔍 Exploratory Data Analysis 📐 Statistical Inference

Practical Statistics for Data Scientists 90%

The statistics data scientists actually use, from EDA to ensembles, with working R and Python code.

by Peter Bruce 2020

4.21

261 ratings

📊 Statistical Computing 🔍 Exploratory Data Analysis 📐 Statistical Inference

Machine Learning For Absolute Beginners

by Oliver Theobald • 2018

A plain English path from zero to a working model: the algorithms, data prep, and code.

3.96

786

🤖 Machine Learning Basics 🐍 Python For Data Science 🧹 Data Preparation

Machine Learning For Absolute Beginners Summary

Machine Learning For Absolute Beginners 90%

A plain English path from zero to a working model: the algorithms, data prep, and code.

by Oliver Theobald 2018

3.96

786 ratings

🤖 Machine Learning Basics 🐍 Python For Data Science 🧹 Data Preparation

Python for Finance

by Yves Hilpisch • 2012

Python's finance stack: vectorized data, Monte Carlo methods, deploying models from Excel to web.

3.80

249

📊 Quantitative Finance 🔢 Financial Modeling 🎲 Monte Carlo Simulation

Python for Finance 90%

Python's finance stack: vectorized data, Monte Carlo methods, deploying models from Excel to web.

by Yves Hilpisch 2012

3.80

249 ratings

📊 Quantitative Finance 🔢 Financial Modeling 🎲 Monte Carlo Simulation

Fluent Python

by Luciano Ramalho • 2015

Why decorators, closures, and type hints are the keys to fluent, idiomatic Python.

4.62

2k+

🐍 Advanced Python ⚙️ Metaprogramming λ Functional Programming

Fluent Python 90%

Why decorators, closures, and type hints are the keys to fluent, idiomatic Python.

by Luciano Ramalho 2015

4.62

2k+ ratings

🐍 Advanced Python ⚙️ Metaprogramming λ Functional Programming

Confident Data Skills

by Kirill Eremenko • 2018

From messy data to clean insights to persuasive presentations: the process that lands the promotion.

4.12

211

📊 Data Science 📖 Data Literacy 🤖 Machine Learning Basics

Confident Data Skills 90%

From messy data to clean insights to persuasive presentations: the process that lands the promotion.

by Kirill Eremenko 2018

4.12

211 ratings

📊 Data Science 📖 Data Literacy 🤖 Machine Learning Basics

Data Analytics Made Accessible

by Anil Maheshwari • 2014

Every analytics technique a manager needs, from decision trees to big data, mapped and demystified.

3.76

323

🧱 Data Analytics 📊 Business Intelligence ⛏️ Data Mining

Data Analytics Made Accessible 90%

Every analytics technique a manager needs, from decision trees to big data, mapped and demystified.

by Anil Maheshwari 2014

3.76

323 ratings

🧱 Data Analytics 📊 Business Intelligence ⛏️ Data Mining

Python

by Ronald Olsen • 2017

From zero to object-oriented code: the Python crash course that fits in a single day.

🐍 Python Programming ⏳ Crash Course 🌱 Beginner Coders

Python 90%

From zero to object-oriented code: the Python crash course that fits in a single day.

by Ronald Olsen 2017

🐍 Python Programming ⏳ Crash Course 🌱 Beginner Coders

Practical Time Series Analysis

by Aileen Nielsen • 2019

When ARIMA beats deep learning, and when it doesn't: the pipeline from cleaning to prediction.

3.77

📈 Time Series Analysis 🔧 Feature Engineering 🧹 Data Preparation

Practical Time Series Analysis 90%

When ARIMA beats deep learning, and when it doesn't: the pipeline from cleaning to prediction.

by Aileen Nielsen 2019

3.77

64 ratings

📈 Time Series Analysis 🔧 Feature Engineering 🧹 Data Preparation

Data Science

by John D. Kelleher • 2018

Turning raw data into decisions requires a defined process, not just algorithms and statistics.

3.90

876

🔎 Data Mining 🧭 Data Science Methodology 📈 Predictive Modeling

Data Science 90%

Turning raw data into decisions requires a defined process, not just algorithms and statistics.

by John D. Kelleher 2018

3.90

876 ratings

🔎 Data Mining 🧭 Data Science Methodology 📈 Predictive Modeling

Low-Code AI

by Gwendolyn Stripling • 2023

Skip Python. Train regression models, engineer features, and explain predictions, all in SQL.

4.33

🛠️ Practical Ml 📊 Data Exploration 🔧 Feature Engineering

Low-Code AI 90%

Skip Python. Train regression models, engineer features, and explain predictions, all in SQL.

by Gwendolyn Stripling 2023

4.33

6 ratings

🛠️ Practical Ml 📊 Data Exploration 🔧 Feature Engineering

Head First SQL

by Lynn Beighley • 2007

Excel, SQL, and the predictive powers that turn a report puller into a company’s oracle.

4.01

557

📊 Data Analytics Careers 🗄️ Relational Databases 🔮 Predictive Modeling

Head First SQL 90%

Excel, SQL, and the predictive powers that turn a report puller into a company’s oracle.

by Lynn Beighley 2007

4.01

557 ratings

📊 Data Analytics Careers 🗄️ Relational Databases 🔮 Predictive Modeling

PLAY WITH PYTHON (CORE)

by AK Singh • 2021

Your first variable to your first decorator: the full Python core curriculum built for newcomers.

🐍 Python Programming 📘 Learn To Code 🧱 Programming Fundamentals

PLAY WITH PYTHON (CORE) 89%

Your first variable to your first decorator: the full Python core curriculum built for newcomers.

by AK Singh 2021

🐍 Python Programming 📘 Learn To Code 🧱 Programming Fundamentals

Effective Python

by Brett Slatkin • 2015

The Python habits that turn working code into maintainable software, from functions to concurrency.

4.26

915

🐍 Python 🧰 Software Craftsmanship 📈 Intermediate Python

Effective Python 89%

The Python habits that turn working code into maintainable software, from functions to concurrency.

by Brett Slatkin 2015

4.26

915 ratings

🐍 Python 🧰 Software Craftsmanship 📈 Intermediate Python

Python 3 Object-Oriented Programming

by Dusty Phillips • 2010

Python simplifies object-oriented design: patterns, inheritance, and iterators the Pythonic way.

4.02

247

🖥️ Object-Oriented Programming 🐍 Python Programming 🔧 Software Design

Python 3 Object-Oriented Programming Summary

Python 3 Object-Oriented Programming 89%

Python simplifies object-oriented design: patterns, inheritance, and iterators the Pythonic way.

by Dusty Phillips 2010

4.02

247 ratings

🖥️ Object-Oriented Programming 🐍 Python Programming 🔧 Software Design

Doing Data Science

by Cathy O'Neil • 2013

Your model is lying to you. The ninety percent of data science that algorithms won't fix.

3.73

567

📊 Data Science 📈 Statistical Thinking 🧹 Data Wrangling

Doing Data Science 89%

Your model is lying to you. The ninety percent of data science that algorithms won't fix.

by Cathy O'Neil 2013

3.73

567 ratings

📊 Data Science 📈 Statistical Thinking 🧹 Data Wrangling

Predictive Analytics For Dummies

by Anasse Bari • 2013

A guide to building models that forecast, classify, and find hidden patterns, without a math degree.

3.74

111

📊 Data Science 🔮 Predictive Modeling 🐥 Beginner Guides

Predictive Analytics For Dummies Summary

Predictive Analytics For Dummies 89%

A guide to building models that forecast, classify, and find hidden patterns, without a math degree.

by Anasse Bari 2013

3.74

111 ratings

📊 Data Science 🔮 Predictive Modeling 🐥 Beginner Guides

Numsense! Data Science for the Layman

by Annalyn Ng • 2017

Data science without the math: twelve techniques, what they do, and why intuition alone falls short.

4.14

622

🧠 Data Literacy 🤖 Machine Learning Basics 📈 Predictive Analytics

Numsense! Data Science for the Layman Summary

Numsense! Data Science for the Layman 89%

Data science without the math: twelve techniques, what they do, and why intuition alone falls short.

by Annalyn Ng 2017

4.14

622 ratings

🧠 Data Literacy 🤖 Machine Learning Basics 📈 Predictive Analytics

Two Scoops of Django

by Daniel Roy Greenfeld • 2013

Django gets messy fast. The project structure, query rules, and Unix principle that keep it clean.

4.22

260

💻 Python Web Development 🧩 Django Framework ⚙️ Backend Development

Two Scoops of Django 89%

Django gets messy fast. The project structure, query rules, and Unix principle that keep it clean.

by Daniel Roy Greenfeld 2013

4.22

260 ratings

💻 Python Web Development 🧩 Django Framework ⚙️ Backend Development

Neural Network for Beginners

by Sebastian Klaas • 2021

Stop treating neural networks as magic. Build them from scratch in Python, line by line.

5.00

🧠 Machine Learning 🧬 Deep Learning 🔗 Neural Networks

Neural Network for Beginners 89%

Stop treating neural networks as magic. Build them from scratch in Python, line by line.

by Sebastian Klaas 2021

5.00

1 ratings

🧠 Machine Learning 🧬 Deep Learning 🔗 Neural Networks

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🐍 Python Data Analysis