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🐍 Python Data Science

Hands-on resources for leveraging Python's ecosystem — pandas, NumPy, scikit-learn — to build data science workflows from exploration to modeling.
Python Data Science
by Christopher Wilkinson • 2019
Python taught for data science: syntax, data structures, and the libraries that unlock the field.
2.50
2
🐍 Python Programming📊 Data Science📐 Programming Fundamentals🔧 Data Analysis Tools🌐 Python Ecosystem
Python Data Science Summary
Python Data Science 95%
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🔧 Data Analysis Tools🌐 Python Ecosystem
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🧹 Data Preprocessing⚙️ Feature Engineering
Python Data Science Handbook Summary
Python Data Science Handbook 94%
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🧹 Data Preprocessing⚙️ Feature Engineering
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⏳ Time Series Analysis📈 Statistical Modeling
Python for Data Analysis Summary
Python for Data Analysis 94%
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⏳ Time Series Analysis📈 Statistical Modeling
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🗂️ Code Organization🧹 Data Wrangling
The Quick Python Book Summary
The Quick Python Book 93%
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🗂️ Code Organization🧹 Data Wrangling
PYTHON FOR DATA ANALYSIS
by Ryshith Doyle • 2019
The systematic NumPy and Pandas walkthrough: import, clean, combine, and analyze data in Python.
3.67
6
🐍 Python Programming📊 Data Analysis🧹 Data Wrangling🧱 Data Structures🔢 Numerical Computing
PYTHON FOR DATA ANALYSIS Summary
PYTHON FOR DATA ANALYSIS 93%
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🧱 Data Structures🔢 Numerical Computing
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 Programmingℹ️ Informatics🔄 Data Manipulation🕸️ Web Scraping
Python for Informatics Summary
Python for Informatics 93%
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 Programmingℹ️ Informatics🔄 Data Manipulation🕸️ Web Scraping
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🛠️ Project-Based Learning📈 Data Analysis
Python Crash Course Summary
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🛠️ Project-Based Learning📈 Data Analysis
Python for Data Analysis
by Oscar Scratch • 2019
Python data analysis, taught through questions: NumPy, Pandas, and the bridge to machine learning.
3.50
2
🧮 Scientific Computing🔄 Data Manipulation📊 Data Visualization🐍 Introductory Programming📈 Beginner Data Science
Python for Data Analysis Summary
Python for Data Analysis 93%
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🐍 Introductory Programming📈 Beginner Data Science
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📐 Applied Linear Algebra🤖 Machine Learning Basics
Data Science from Scratch Summary
Data Science from Scratch 93%
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📐 Applied Linear Algebra🤖 Machine Learning Basics
Python for Geeks
by Muhammad Asif • 2021
Machine learning from notebook to production: Python libraries, data prep, and deployment paths.
4.50
8
🐍 Python Programming⚙️ Machine Learning Engineering📊 Data Science🚀 Production Deployment☁️ Serverless Computing
Python for Geeks Summary
Python for Geeks 93%
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🚀 Production Deployment☁️ Serverless Computing
Python Programming for Beginners
by MARK CODING • 2020
Python for absolute beginners: automate spreadsheets, scrape websites, analyze data step by step.
5.00
1
🐍 Python Programming💻 Learn To Code🌱 Absolute Beginners🛠️ Hands-On Learning📊 Data Analysis
Python Programming for Beginners Summary
Python Programming for Beginners 93%
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🛠️ Hands-On Learning📊 Data Analysis
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📂 Code Organization🌱 Beginner Programmers
Learning Python Summary
Learning Python 92%
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📂 Code Organization🌱 Beginner Programmers
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🐍 Python Data Analysis📊 Statistical Modeling🎲 Hypothesis Testing
Think Stats Summary
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🐍 Python Data Analysis📊 Statistical Modeling🎲 Hypothesis Testing
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🧑‍💻 New Programmers🚀 Getting Started Guides
Python Programming for Beginners Summary
Python Programming for Beginners 92%
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🧑‍💻 New Programmers🚀 Getting Started Guides
Learning Python Data Visualization
by Chad Adams • 2014
Turn spreadsheets and web data into SVG charts with Python, no design background required.
3.00
5
📊 Data Visualization🐍 Python Programming📈 Chart Creation🎨 Svg Graphics🕸️ Web Scraping
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🎨 Svg Graphics🕸️ Web Scraping
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👁️ Computer Vision💬 Natural Language Processing
Deep Learning with Python Summary
Deep Learning with Python 92%
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👁️ Computer Vision💬 Natural Language Processing
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📊 Data Structures🌐 Web Apis
Python for Everybody Summary
Python for Everybody 92%
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📊 Data Structures🌐 Web Apis
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🧹 Code Organization🗂️ Data Structures
Beginning Programming with Python For Dummies Summary
Beginning Programming with Python For Dummies 92%
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🧹 Code Organization🗂️ Data Structures
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🎯 Supervised Learning🧠 Neural Networks
Machine Learning For Absolute Beginners Summary
Machine Learning For Absolute Beginners 92%
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🎯 Supervised Learning🧠 Neural Networks
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🏗️ Object Oriented Programming✨ Pythonic Style
Python Cookbook Summary
Python Cookbook 92%
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🏗️ Object Oriented Programming✨ Pythonic Style
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🌱 Beginner Programmers📐 Code Design
Think Python Summary
Think Python 92%
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🌱 Beginner Programmers📐 Code Design
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📐 Algorithm Design🗃️ Data Structures
Introduction to Computation and Programming Using Python Summary
Introduction to Computation and Programming Using Python 92%
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📐 Algorithm Design🗃️ Data Structures
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📊 Spreadsheet Automation📧 Email Automation
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📊 Spreadsheet Automation📧 Email Automation
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📈 Data Visualization🧹 Data Preparation
Confident Data Skills Summary
Confident Data Skills 91%
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 Visualization🧹 Data Preparation
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📐 Programming Fundamentals🌱 New Programmers
Learn Python in One Day and Learn It Well Summary
Learn Python in One Day and Learn It Well 91%
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📐 Programming Fundamentals🌱 New Programmers
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🏗️ Object-Oriented Design🔄 Software Development
Python Programming Summary
Python Programming 91%
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🏗️ Object-Oriented Design🔄 Software Development
Introduction to Machine Learning with Python
by Andreas C. Müller • 2015
Build models that generalize, not just memorize: a Python data scientist's guide.
4.33
600
🤖 Applied Machine Learning📊 Data Science🏷️ Supervised Learning🐍 Scikit-Learn🔧 Feature Engineering
Introduction to Machine Learning with Python Summary
Introduction to Machine Learning with Python 91%
Build models that generalize, not just memorize: a Python data scientist's guide.
by Andreas C. Müller 2015
4.33
600 ratings
🤖 Applied Machine Learning📊 Data Science🏷️ Supervised Learning🐍 Scikit-Learn🔧 Feature Engineering
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🐛 Debugging🛠️ Learn By Doing
Learn Python 3 the Hard Way Summary
Learn Python 3 the Hard Way 91%
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🐛 Debugging🛠️ Learn By Doing
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
5
📊 Data Science🤖 Machine Learning🔍 Exploratory Data Analysis⚙️ Feature Engineering📐 Model Evaluation
Python Machine Learning Case Studies Summary
Python Machine Learning Case Studies 91%
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⚙️ Feature Engineering📐 Model Evaluation
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🏗️ Object Oriented Design🧩 Metaprogramming
Python Tricks Summary
Python Tricks 91%
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🏗️ Object Oriented Design🧩 Metaprogramming
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🔧 Feature Engineering🔗 Causal Inference
Doing Data Science Summary
Doing Data Science 91%
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🔧 Feature Engineering🔗 Causal Inference
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🧩 Unsupervised Learning⚖️ Data Ethics
Data Science Summary
Data Science 91%
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🧩 Unsupervised Learning⚖️ Data Ethics
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🐛 Debugging🧩 Pythonic Idioms
Beyond the Basic Stuff with Python Summary
Beyond the Basic Stuff with Python 91%
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🐛 Debugging🧩 Pythonic Idioms
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
41
📊 Data Analysis🤖 Spreadsheet Automation🐼 Pandas Dataframes📈 Time Series Analysis📄 Reproducible Reporting
Python for Excel Summary
Python for Excel 91%
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📈 Time Series Analysis📄 Reproducible Reporting
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🎓 Statistical Inference🔄 Resampling Methods
Practical Statistics for Data Scientists Summary
Practical Statistics for Data Scientists 91%
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🎓 Statistical Inference🔄 Resampling Methods
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📚 Language Reference📦 Standard Library
PLAY WITH PYTHON (CORE) Summary
PLAY WITH PYTHON (CORE) 91%
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📚 Language Reference📦 Standard Library
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
1
🧠 Machine Learning🧬 Deep Learning🔗 Neural Networks🔧 From Scratch Coding👁️ Image Recognition
Neural Network for Beginners Summary
Neural Network for Beginners 91%
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🔧 From Scratch Coding👁️ Image Recognition
Low-Code AI
by Gwendolyn Stripling • 2023
Skip Python. Train regression models, engineer features, and explain predictions, all in SQL.
4.33
6
🛠️ Practical Ml📊 Data Exploration🔧 Feature Engineering🔍 Model Interpretability🧩 Low-Code Platforms
Low-Code AI Summary
Low-Code AI 91%
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🔍 Model Interpretability🧩 Low-Code Platforms
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🧱 Object-Oriented Programming🧪 Software Testing
Python Summary
Python 91%
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🧱 Object-Oriented Programming🧪 Software Testing
Fluent Python
by Luciano Ramalho • 2015
Why decorators, closures, and type hints are the keys to fluent, idiomatic Python.
4.62
2k+
🐍 Advanced Python⚙️ Metaprogrammingλ Functional Programming🧱 Design Patterns🏷️ Type Hints
Fluent Python Summary
Fluent Python 91%
Why decorators, closures, and type hints are the keys to fluent, idiomatic Python.
by Luciano Ramalho 2015
4.62
2k+ ratings
🐍 Advanced Python⚙️ Metaprogrammingλ Functional Programming🧱 Design Patterns🏷️ Type Hints
AI for Data Science
by Zacharias Voulgaris • 2018
The real AI toolkit goes beyond deep learning: optimization, fuzzy logic, ensembles.
4.55
20
📊 Data Science🧠 Deep Learning⚙️ Optimization Algorithms🤝 Ensemble Methods📈 Big Data Analytics
AI for Data Science Summary
AI for Data Science 91%
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🤝 Ensemble Methods📈 Big Data Analytics
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🧹 Data Preparation🧩 Clustering
Predictive Analytics For Dummies Summary
Predictive Analytics For Dummies 90%
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🧹 Data Preparation🧩 Clustering
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🔧 Refactoring⚡ Concurrency
Effective Python Summary
Effective Python 90%
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🔧 Refactoring⚡ Concurrency
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🎯 Design Patterns📊 Data Structures
Python 3 Object-Oriented Programming Summary
Python 3 Object-Oriented Programming 90%
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🎯 Design Patterns📊 Data Structures
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
64
📈 Time Series Analysis🔧 Feature Engineering🧹 Data Preparation⚙️ Machine Learning Pipelines📊 Statistical Learning
Practical Time Series Analysis Summary
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⚙️ Machine Learning Pipelines📊 Statistical Learning
Hands-On Machine Learning with Scikit-Learn and TensorFlow
by Aurélien Géron • 2017
How neural networks remember: training RNNs, LSTMs, and GRUs for tasks where order matters.
4.55
3k+
🧠 Deep Learning🔗 Neural Networks🛠️ Practical Ml📈 Time Series Forecasting💬 Natural Language Processing
Hands-On Machine Learning with Scikit-Learn and TensorFlow Summary
Hands-On Machine Learning with Scikit-Learn and TensorFlow 90%
How neural networks remember: training RNNs, LSTMs, and GRUs for tasks where order matters.
by Aurélien Géron 2017
4.55
3k+ ratings
🧠 Deep Learning🔗 Neural Networks🛠️ Practical Ml📈 Time Series Forecasting💬 Natural Language Processing
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🔄 Resampling Methods📈 Regression Modeling
Practical Statistics for Data Scientists Summary
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🔄 Resampling Methods📈 Regression Modeling
Machine Learning for Dummies
by John Paul Mueller • 2016
Machine learning demystified: pick the right algorithm, train it well, and know when it works.
3.53
139
🧠 Machine Learning Basics📊 Data Science Basics🏷️ Supervised Learning📈 Statistical Learning🔮 Predictive Modeling
Machine Learning for Dummies Summary
Machine Learning for Dummies 90%
Machine learning demystified: pick the right algorithm, train it well, and know when it works.
by John Paul Mueller 2016
3.53
139 ratings
🧠 Machine Learning Basics📊 Data Science Basics🏷️ Supervised Learning📈 Statistical Learning🔮 Predictive Modeling
The Hundred-Page Machine Learning Book
by Andriy Burkov • 2019
The one-sitting machine learning education: a hundred pages, no code, every algorithm that matters.
4.25
1k+
🤖 Machine Learning📊 Data Science📚 Classical Machine Learning📈 Statistical Learning🏫 Supervised Learning
The Hundred-Page Machine Learning Book Summary
The Hundred-Page Machine Learning Book 90%
The one-sitting machine learning education: a hundred pages, no code, every algorithm that matters.
by Andriy Burkov 2019
4.25
1k+ ratings
🤖 Machine Learning📊 Data Science📚 Classical Machine Learning📈 Statistical Learning🏫 Supervised Learning
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📊 Data-Driven Decisions📘 Technical Primers
Numsense! Data Science for the Layman Summary
Numsense! Data Science for the Layman 90%
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📊 Data-Driven Decisions📘 Technical Primers
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