📊 Data Manipulation

Hands-on guides to wrangling messy, real-world data — cleaning, reshaping, and transforming raw information into structures ready for analysis and insight.

Big Data

by Viktor Mayer-Schönberger • 2013

The era of sampling, clean data, and causal certainty is over. What replaces it is stranger.

3.69

9k+

💰 Data As Asset 📈 Predictive Analytics 🧹 Imperfect Data

Big Data 90%

The era of sampling, clean data, and causal certainty is over. What replaces it is stranger.

by Viktor Mayer-Schönberger 2013

3.69

9k+ ratings

💰 Data As Asset 📈 Predictive Analytics 🧹 Imperfect Data

Data Strategy

by Bernard Marr • 2017

Profit from the data firehose: pick the right data, build a company that acts on it.

3.77

418

📊 Data Strategy 📈 Business Intelligence 💾 Big Data

Data Strategy 89%

Profit from the data firehose: pick the right data, build a company that acts on it.

by Bernard Marr 2017

3.77

418 ratings

📊 Data Strategy 📈 Business Intelligence 💾 Big Data

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 Visualization 🐍 Introductory Programming

Python for Data Analysis 89%

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 Visualization 🐍 Introductory Programming

How Data Happened

by Chris Wiggins • 2023

Data was never neutral. How statistics went from serving kings to fueling the attention economy.

3.54

467

🧮 History Of Statistics 🏛️ Data And Society ⚖️ Data Ethics

How Data Happened 89%

Data was never neutral. How statistics went from serving kings to fueling the attention economy.

by Chris Wiggins 2023

3.54

467 ratings

🧮 History Of Statistics 🏛️ Data And Society ⚖️ Data Ethics

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 89%

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

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 89%

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

Weapons of Math Destruction

by Cathy O'Neil • 2016

How the algorithms that score your life lock in poverty, deepen racism, and erode democracy.

3.87

30k+

🧩 Algorithmic Bias 📊 Big Data Ethics 🔒 Data Privacy

Weapons of Math Destruction 89%

How the algorithms that score your life lock in poverty, deepen racism, and erode democracy.

by Cathy O'Neil 2016

3.87

30k+ ratings

🧩 Algorithmic Bias 📊 Big Data Ethics 🔒 Data Privacy

Becoming a Data Head

by Alex J. Gutman • 2021

The critical thinking toolkit for anyone who works with data but never plans to code.

4.18

480

📊 Data Literacy 📈 Business Analytics 🧠 Statistical Thinking

Becoming a Data Head 89%

The critical thinking toolkit for anyone who works with data but never plans to code.

by Alex J. Gutman 2021

4.18

480 ratings

📊 Data Literacy 📈 Business Analytics 🧠 Statistical Thinking

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

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 89%

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

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 89%

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

The Ethical Algorithm

by Michael Kearns • 2019

Algorithms don't do ethics by default. Making them fair takes math, and the math demands trade-offs.

4.10

671

⚖️ Algorithmic Bias 🔒 Data Privacy 🤖 Ai Ethics

The Ethical Algorithm 89%

Algorithms don't do ethics by default. Making them fair takes math, and the math demands trade-offs.

by Michael Kearns 2019

4.10

671 ratings

⚖️ Algorithmic Bias 🔒 Data Privacy 🤖 Ai Ethics

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 89%

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

Google Hacks

by Rael Dornfest • 2003

Hidden syntax, tools, and 800 million Usenet messages: how to find anything with Google.

3.68

301

🔍 Internet Research 🔎 Search Techniques 💻 Hacker Culture

Google Hacks 89%

Hidden syntax, tools, and 800 million Usenet messages: how to find anything with Google.

by Rael Dornfest 2003

3.68

301 ratings

🔍 Internet Research 🔎 Search Techniques 💻 Hacker Culture

So lügt man mit Statistik

by Walter Krämer • 1991

Precision, percentages, and pretty charts: a catalog of ways statistics are rigged to mislead you.

3.74

136

📊 Statistical Literacy 🧠 Cognitive Biases 🗞️ Media Criticism

So lügt man mit Statistik 89%

Precision, percentages, and pretty charts: a catalog of ways statistics are rigged to mislead you.

by Walter Krämer 1991

3.74

136 ratings

📊 Statistical Literacy 🧠 Cognitive Biases 🗞️ Media Criticism

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 89%

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

DAMA-DMBOK

by DAMA International • 2017

Data is an asset, not a byproduct. The master reference for governing, modeling, and analyzing it.

4.15

172

👔 Data Governance 🏢 Enterprise Data Strategy 🧱 Data Architecture

DAMA-DMBOK 89%

Data is an asset, not a byproduct. The master reference for governing, modeling, and analyzing it.

by DAMA International 2017

4.15

172 ratings

👔 Data Governance 🏢 Enterprise Data Strategy 🧱 Data Architecture

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 89%

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

Head First Python

by Paul Barry • 2010

A brain-friendly Python guide that also dismantles the machinery of mass manipulation.

3.91

559

🐍 Python Programming 🏛️ Social Control 🎭 Mass Persuasion

Head First Python 89%

A brain-friendly Python guide that also dismantles the machinery of mass manipulation.

by Paul Barry 2010

3.91

559 ratings

🐍 Python Programming 🏛️ Social Control 🎭 Mass Persuasion

Privacy is Power

by Carissa Véliz • 2020

Your data is not the product; it's the toxic spill that's eroding your freedom.

4.02

1k+

🔒 Digital Privacy 💰 Data Economy 📹 Mass Surveillance

Privacy is Power 89%

Your data is not the product; it's the toxic spill that's eroding your freedom.

by Carissa Véliz 2020

4.02

1k+ ratings

🔒 Digital Privacy 💰 Data Economy 📹 Mass Surveillance

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 88%

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

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 88%

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

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 88%

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

Why Data Science Projects Fail

by Douglas Gray • 2024

Eighty percent of AI projects fail. The models work fine; the people, data, and expectations don't.

5.00

📊 Data Science Management 🤖 Ai Implementation ⚙️ Mlops

Why Data Science Projects Fail 88%

Eighty percent of AI projects fail. The models work fine; the people, data, and expectations don't.

by Douglas Gray 2024

5.00

19 ratings

📊 Data Science Management 🤖 Ai Implementation ⚙️ Mlops

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 88%

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

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 88%

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

Learning SQL

by Alan Beaulieu • 2005

The SQL guide from beginner to analytics, with exercises for lasting fluency.

3.98

775

🗄️ Sql Databases ✍️ Query Writing 🔗 Relational Databases

Learning SQL 88%

The SQL guide from beginner to analytics, with exercises for lasting fluency.

by Alan Beaulieu 2005

3.98

775 ratings

🗄️ Sql Databases ✍️ Query Writing 🔗 Relational Databases

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 88%

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

Dataclysm

by Christian Rudder • 2014

Big data from dating sites and social media exposes the uncomfortable truths we hide from ourselves.

3.73

12k+

📊 Big Data 💘 Online Dating 🖥️ Digital Anthropology

Dataclysm 88%

Big data from dating sites and social media exposes the uncomfortable truths we hide from ourselves.

by Christian Rudder 2014

3.73

12k+ ratings

📊 Big Data 💘 Online Dating 🖥️ Digital Anthropology

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 88%

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

Dragnet Nation

by Julia Angwin • 2014

A journalist tried to opt out of digital surveillance for a year. The system refused.

3.68

659

🛡️ Digital Surveillance 🔒 Data Privacy 👁️ Mass Surveillance

Dragnet Nation 88%

A journalist tried to opt out of digital surveillance for a year. The system refused.

by Julia Angwin 2014

3.68

659 ratings

🛡️ Digital Surveillance 🔒 Data Privacy 👁️ Mass Surveillance

HBR Guide to Data Analytics Basics for Managers

by Harvard Business Review • 2018

The manager's checklist: what to verify before any number shapes your next decision.

3.86

383

🧱 Data-Driven Management 📖 Data Literacy 🎯 Metric Selection

HBR Guide to Data Analytics Basics for Managers Summary

HBR Guide to Data Analytics Basics for Managers 88%

The manager's checklist: what to verify before any number shapes your next decision.

by Harvard Business Review 2018

3.86

383 ratings

🧱 Data-Driven Management 📖 Data Literacy 🎯 Metric Selection

Fundamentals of Data Engineering

by Joe Reis • 2022

Data scientists spend 80% of their time cleaning data. The systems blueprint that frees them.

4.16

945

🛠️ Data Engineering 🏗️ Data Architecture 🔗 Data Pipelines

Fundamentals of Data Engineering Summary

Fundamentals of Data Engineering 88%

Data scientists spend 80% of their time cleaning data. The systems blueprint that frees them.

by Joe Reis 2022

4.16

945 ratings

🛠️ Data Engineering 🏗️ Data Architecture 🔗 Data Pipelines

Robin Hood Math

by Noah Giansiracusa • 2025

Algorithms price your insurance, rank your resume, curate your reality. The math that fights back.

3.91

185

🧮 Algorithmic Literacy 🛡️ Digital Self-Defense 📐 Applied Mathematics

Robin Hood Math 88%

Algorithms price your insurance, rank your resume, curate your reality. The math that fights back.

by Noah Giansiracusa 2025

3.91

185 ratings

🧮 Algorithmic Literacy 🛡️ Digital Self-Defense 📐 Applied Mathematics

The Data Detective

by Tim Harford • 2020

Your emotions react to statistics before your brain does. Ten rules for getting the numbers right.

4.12

8k+

🧮 Statistical Literacy 🔍 Data Skepticism 🧠 Motivated Reasoning

The Data Detective 88%

Your emotions react to statistics before your brain does. Ten rules for getting the numbers right.

by Tim Harford 2020

4.12

8k+ ratings

🧮 Statistical Literacy 🔍 Data Skepticism 🧠 Motivated Reasoning

Graph Databases

by Ian Robinson • 2013

Relational databases fail on connected data. Graph databases traverse deep links in milliseconds.

3.64

437

🕸️ Graph Databases 🗄️ Nosql Databases 📐 Graph Theory

Graph Databases 88%

Relational databases fail on connected data. Graph databases traverse deep links in milliseconds.

by Ian Robinson 2013

3.64

437 ratings

🕸️ Graph Databases 🗄️ Nosql Databases 📐 Graph Theory

Mindf*ck

by Christopher Wylie • 2019

Fifty million profiles. Two elections. One whistleblower who built the weapon and then broke it.

4.36

8k+

🔒 Data Privacy 👁️ Surveillance Capitalism 🗳️ Electoral Interference

Mindf*ck 88%

Fifty million profiles. Two elections. One whistleblower who built the weapon and then broke it.

by Christopher Wylie 2019

4.36

8k+ ratings

🔒 Data Privacy 👁️ Surveillance Capitalism 🗳️ Electoral Interference

Damned Lies and Statistics

by Joel Best • 1998

Every statistic conceals a choice: what to count, what to ignore, and whose agenda it serves.

3.72

830

📊 Statistical Literacy 📰 Media Criticism 🏗️ Social Constructionism

Damned Lies and Statistics 88%

Every statistic conceals a choice: what to count, what to ignore, and whose agenda it serves.

by Joel Best 1998

3.72

830 ratings

📊 Statistical Literacy 📰 Media Criticism 🏗️ Social Constructionism

Hadoop

by Tom White • 2009

How to turn cheap servers into a petabyte-scale data platform, from HDFS to real-time streaming.

3.93

1k+

📊 Big Data 🖧 Distributed Systems 🐘 Hadoop Ecosystem

Hadoop 88%

How to turn cheap servers into a petabyte-scale data platform, from HDFS to real-time streaming.

by Tom White 2009

3.93

1k+ ratings

📊 Big Data 🖧 Distributed Systems 🐘 Hadoop Ecosystem

AI for Data Science

by Zacharias Voulgaris • 2018

The real AI toolkit goes beyond deep learning: optimization, fuzzy logic, ensembles.

4.55

📊 Data Science 🧠 Deep Learning ⚙️ Optimization Algorithms

AI for Data Science 88%

The real AI toolkit goes beyond deep learning: optimization, fuzzy logic, ensembles.

by Zacharias Voulgaris 2018

4.55

20 ratings

📊 Data Science 🧠 Deep Learning ⚙️ Optimization Algorithms

Algorithms

by Panos Louridas • 2020

Twenty steps to find one item in a million, and the hidden logic that runs our world.

4.03

302

📐 Algorithm Design 💻 Computing Primers 🕸️ Graph Theory

Algorithms 88%

Twenty steps to find one item in a million, and the hidden logic that runs our world.

by Panos Louridas 2020

4.03

302 ratings

📐 Algorithm Design 💻 Computing Primers 🕸️ Graph Theory

Everybody Lies

by Seth Stephens-Davidowitz • 2017

Google searches expose the racism, fear, and desire that surveys and social media carefully hide.

3.91

43k+

📊 Big Data 🖥️ Digital Behavior 🙈 Hidden Bias

Everybody Lies 88%

Google searches expose the racism, fear, and desire that surveys and social media carefully hide.

by Seth Stephens-Davidowitz 2017

3.91

43k+ ratings

📊 Big Data 🖥️ Digital Behavior 🙈 Hidden Bias

The Age of Surveillance Capitalism

by Shoshana Zuboff • 2018

Your private moments are now raw data, harvested without consent to predict and sell your future.

4.05

14k+

👁️ Corporate Surveillance 📊 Data Economy 🔍 Tech Industry Critique

The Age of Surveillance Capitalism Summary

The Age of Surveillance Capitalism 88%

Your private moments are now raw data, harvested without consent to predict and sell your future.

by Shoshana Zuboff 2018

4.05

14k+ ratings

👁️ Corporate Surveillance 📊 Data Economy 🔍 Tech Industry Critique

Predictive Analytics

by Eric Siegel • 2013

Companies know whether you'll leave, buy, or default before you've decided. Here's how.

3.66

2k+

📊 Data Science 🔮 Predictive Analytics 📈 Big Data

Predictive Analytics 88%

Companies know whether you'll leave, buy, or default before you've decided. Here's how.

by Eric Siegel 2013

3.66

2k+ ratings

📊 Data Science 🔮 Predictive Analytics 📈 Big Data

Cybersecurity and Cyberwar

by P.W. Singer • 2013

The Internet trusts everyone. That made it a battlefield where attackers rarely get caught.

3.83

1k+

🔐 Information Security ⚔️ Cyber Warfare 🕵️ State-Sponsored Hacking

Cybersecurity and Cyberwar 88%

The Internet trusts everyone. That made it a battlefield where attackers rarely get caught.

by P.W. Singer 2013

3.83

1k+ ratings

🔐 Information Security ⚔️ Cyber Warfare 🕵️ State-Sponsored Hacking

Privacy in the Age of Big Data

by Theresa Payton • 2014

Your devices watch everything you do. Here is what they collect and how to stop it.

3.56

112

🔒 Digital Privacy 👁️ Data Surveillance 📊 Personal Data

Privacy in the Age of Big Data 88%

Your devices watch everything you do. Here is what they collect and how to stop it.

by Theresa Payton 2014

3.56

112 ratings

🔒 Digital Privacy 👁️ Data Surveillance 📊 Personal Data

The AI Playbook

by Eric Siegel • 2024

How to get machine learning out of the lab: sell the operational improvement, not the algorithm.

3.98

127

🏢 Enterprise Technology 🤖 Applied Ai 🔄 Change Management

The AI Playbook 88%

How to get machine learning out of the lab: sell the operational improvement, not the algorithm.

by Eric Siegel 2024

3.98

127 ratings

🏢 Enterprise Technology 🤖 Applied Ai 🔄 Change Management

Big Data

by Bernard Marr • 2015

Most data projects fail because they start with data, not strategy. Five questions change that.

3.59

416

🎯 Data Strategy 📊 Business Analytics 📈 Performance Metrics

Big Data 88%

Most data projects fail because they start with data, not strategy. Five questions change that.

by Bernard Marr 2015

3.59

416 ratings

🎯 Data Strategy 📊 Business Analytics 📈 Performance Metrics

Information Asset Management

by Nina Evans • 2024

Information is the strategic asset your balance sheet ignores. Governing it changes everything.

🏛️ Information Governance ✅ Data Quality 🏷️ Metadata Management

Information Asset Management 88%

Information is the strategic asset your balance sheet ignores. Governing it changes everything.

by Nina Evans 2024

🏛️ Information Governance ✅ Data Quality 🏷️ Metadata Management

Keeping Up with the Quants

by Thomas H. Davenport • 2013

You hired the quants. Now learn the questions that turn their numbers into decisions.

3.57

585

🏢 Data-Driven Management 📊 Business Analytics 🧮 Quantitative Thinking

Keeping Up with the Quants 88%

You hired the quants. Now learn the questions that turn their numbers into decisions.

by Thomas H. Davenport 2013

3.57

585 ratings

🏢 Data-Driven Management 📊 Business Analytics 🧮 Quantitative Thinking

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