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Practicing Trustworthy Machine Learning
by Yada Pruksachatkun • 2023
Privacy, fairness, explainability, robustness: the engineering guide for ML models that earn trust.
4.95
111
Practicing Trustworthy Machine Learning Summary
Practicing Trustworthy Machine Learning 89%
Privacy, fairness, explainability, robustness: the engineering guide for ML models that earn trust.
by Yada Pruksachatkun 2023
4.95
111 ratings
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
Privacy in the Age of Big Data Summary
Privacy in the Age of Big Data 89%
Your devices watch everything you do. Here is what they collect and how to stop it.
by Theresa Payton 2014
3.56
112 ratings
The Art of Invisibility
by Kevin D. Mitnick • 2017
From encrypted messages to burner devices, a hacker guide to vanishing from always-on surveillance.
3.98
5k+
The Art of Invisibility Summary
The Art of Invisibility 89%
From encrypted messages to burner devices, a hacker guide to vanishing from always-on surveillance.
by Kevin D. Mitnick 2017
3.98
5k+ ratings
Artificial Intelligence (WIRED guides)
by Matthew Burgess • 2021
AI masters chess, spots cancer, drives cars. But who trains it, and on whose data?
3.71
147
Artificial Intelligence (WIRED guides) Summary
Artificial Intelligence (WIRED guides) 89%
AI masters chess, spots cancer, drives cars. But who trains it, and on whose data?
by Matthew Burgess 2021
3.71
147 ratings
Why Privacy Matters
by Neil Richards • 2021
Every argument that privacy is dead was made by someone who profits from its funeral.
4.06
177
Why Privacy Matters Summary
Why Privacy Matters 89%
Every argument that privacy is dead was made by someone who profits from its funeral.
by Neil Richards 2021
4.06
177 ratings
Dragnet Nation
by Julia Angwin • 2014
A journalist tried to opt out of digital surveillance for a year. The system refused.
3.68
659
Dragnet Nation Summary
Dragnet Nation 89%
A journalist tried to opt out of digital surveillance for a year. The system refused.
by Julia Angwin 2014
3.68
659 ratings
Threat Modeling
by Adam Shostack • 2014
Draw your software. Mark the trust boundaries. Ask six questions to find flaws before attackers do.
4.07
286
Threat Modeling Summary
Threat Modeling 89%
Draw your software. Mark the trust boundaries. Ask six questions to find flaws before attackers do.
by Adam Shostack 2014
4.07
286 ratings
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+
Privacy is Power Summary
Privacy is Power 88%
Your data is not the product; it's the toxic spill that's eroding your freedom.
by Carissa Véliz 2020
4.02
1k+ ratings
"I Have Nothing to Hide"
by Heidi Boghosian • 2021
Mass surveillance survives on one belief: privacy is for wrongdoers. Twenty myths keep it expanding.
3.64
191
"I Have Nothing to Hide" Summary
"I Have Nothing to Hide" 88%
Mass surveillance survives on one belief: privacy is for wrongdoers. Twenty myths keep it expanding.
by Heidi Boghosian 2021
3.64
191 ratings
The Right to Privacy
by Ellen Alderman • 1995
Privacy: the fundamental right the Constitution never names, and the court cases that invented it.
3.96
339
The Right to Privacy Summary
The Right to Privacy 88%
Privacy: the fundamental right the Constitution never names, and the court cases that invented it.
by Ellen Alderman 1995
3.96
339 ratings
AI and Machine Learning for On-Device Development
by Laurence Moroney • 2021
Privacy-respecting on-device AI: face detection, text analysis, custom models. No cloud, no PhD.
4.17
6
AI and Machine Learning for On-Device Development Summary
AI and Machine Learning for On-Device Development 88%
Privacy-respecting on-device AI: face detection, text analysis, custom models. No cloud, no PhD.
by Laurence Moroney 2021
4.17
6 ratings
Nothing to Hide
by Daniel J. Solove • 2011
Sacrificing privacy for security is a false bargain; the real cost is liberty itself.
3.85
182
Nothing to Hide Summary
Nothing to Hide 88%
Sacrificing privacy for security is a false bargain; the real cost is liberty itself.
by Daniel J. Solove 2011
3.85
182 ratings
The Right to Oblivion
by Lowry Pressly • 2024
Privacy isn't about controlling your data. It's about keeping whole regions of life unrecordable.
4.01
254
The Right to Oblivion Summary
The Right to Oblivion 88%
Privacy isn't about controlling your data. It's about keeping whole regions of life unrecordable.
by Lowry Pressly 2024
4.01
254 ratings
Identity and Data Security for Web Development
by Jonathan LeBlanc • 2016
Assume the database will be breached: the encryption, authentication, and UX tradeoffs worth making.
3.33
43
Identity and Data Security for Web Development Summary
Identity and Data Security for Web Development 88%
Assume the database will be breached: the encryption, authentication, and UX tradeoffs worth making.
by Jonathan LeBlanc 2016
3.33
43 ratings
Machine Learning For Absolute Beginners
by Oliver Theobald • 2017
How machine learning algorithms think, from regression to neural networks, no math required.
4.12
474
Machine Learning For Absolute Beginners Summary
Machine Learning For Absolute Beginners 88%
How machine learning algorithms think, from regression to neural networks, no math required.
by Oliver Theobald 2017
4.12
474 ratings
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+
The Hundred-Page Machine Learning Book Summary
The Hundred-Page Machine Learning Book 88%
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 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 For Absolute Beginners Summary
Machine Learning For Absolute Beginners 88%
A plain English path from zero to a working model: the algorithms, data prep, and code.
by Oliver Theobald 2018
3.96
786 ratings
AI and Machine Learning for Coders
by Laurence Moroney • 2021
Turn your code into AI that runs everywhere: train, optimize, deploy with a single toolkit.
4.09
108
AI and Machine Learning for Coders Summary
AI and Machine Learning for Coders 88%
Turn your code into AI that runs everywhere: train, optimize, deploy with a single toolkit.
by Laurence Moroney 2021
4.09
108 ratings
Low-Code AI
by Gwendolyn Stripling • 2023
Skip Python. Train regression models, engineer features, and explain predictions, all in SQL.
4.33
6
Low-Code AI Summary
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
Algorithms of the Intelligent Web
by Haralambos Marmanis • 2009
Search, recommend, cluster, classify: the algorithms that make web applications intelligent.
3.62
130
Algorithms of the Intelligent Web Summary
Algorithms of the Intelligent Web 88%
Search, recommend, cluster, classify: the algorithms that make web applications intelligent.
by Haralambos Marmanis 2009
3.62
130 ratings
Everyday Cybersecurity
by Christopher Cox • 2019
The non-techie's playbook for shutting out hackers, scammers, and identity thieves.
5.00
1
Everyday Cybersecurity Summary
Everyday Cybersecurity 88%
The non-techie's playbook for shutting out hackers, scammers, and identity thieves.
by Christopher Cox 2019
5.00
1 ratings
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+
Hands-On Machine Learning with Scikit-Learn and TensorFlow Summary
Hands-On Machine Learning with Scikit-Learn and TensorFlow 88%
How neural networks remember: training RNNs, LSTMs, and GRUs for tasks where order matters.
by Aurélien Géron 2017
4.55
3k+ ratings
Cryptography
by Keith M. Martin • 2020
Your digital life depends on secret math. Who should be able to break it?
3.96
174
Cryptography Summary
Cryptography 88%
Your digital life depends on secret math. Who should be able to break it?
by Keith M. Martin 2020
3.96
174 ratings
Natural Language Processing with Transformers
by Lewis Tunstall • 2022
Build NLP applications with the open-source stack that turned transformer research practical.
4.39
211
Natural Language Processing with Transformers Summary
Natural Language Processing with Transformers 88%
Build NLP applications with the open-source stack that turned transformer research practical.
by Lewis Tunstall 2022
4.39
211 ratings
Mindf*ck
by Christopher Wylie • 2019
Fifty million profiles. Two elections. One whistleblower who built the weapon and then broke it.
4.36
8k+
Mindf*ck Summary
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
Tribe of Hackers
by Marcus J. Carey • 2019
The cybersecurity insight too many ignore: secure your people, not just your network.
3.90
262
Tribe of Hackers Summary
Tribe of Hackers 88%
The cybersecurity insight too many ignore: secure your people, not just your network.
by Marcus J. Carey 2019
3.90
262 ratings
AI Ethics
by Mark Coeckelbergh • 2020
Your phone, your hospital, your job: AI is already there. The ethics have barely begun.
3.63
903
AI Ethics Summary
AI Ethics 87%
Your phone, your hospital, your job: AI is already there. The ethics have barely begun.
by Mark Coeckelbergh 2020
3.63
903 ratings
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
The Ethical Algorithm Summary
The Ethical Algorithm 87%
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
Liquid Surveillance
by Zygmunt Bauman • 2012
Surveillance has gone from prison tower to loyalty card: fluid, seductive, and nearly invisible.
3.80
490
Liquid Surveillance Summary
Liquid Surveillance 87%
Surveillance has gone from prison tower to loyalty card: fluid, seductive, and nearly invisible.
by Zygmunt Bauman 2012
3.80
490 ratings
Context
by Cory Doctorow • 2011
Copyright law failed creators. The internet didn't; the platforms that locked it down did.
3.66
372
Context Summary
Context 87%
Copyright law failed creators. The internet didn't; the platforms that locked it down did.
by Cory Doctorow 2011
3.66
372 ratings
Tools and Weapons
by Brad Smith • 2019
Tech weaponized your data, your vote, your face. An insider's plan to take them back.
3.85
2k+
Tools and Weapons Summary
Tools and Weapons 87%
Tech weaponized your data, your vote, your face. An insider's plan to take them back.
by Brad Smith 2019
3.85
2k+ ratings
Designing Machine Learning Systems
by Chip Huyen • 2022
Accuracy is not enough. An iterative playbook for machine learning systems that survive production.
4.45
1k+
Designing Machine Learning Systems Summary
Designing Machine Learning Systems 87%
Accuracy is not enough. An iterative playbook for machine learning systems that survive production.
by Chip Huyen 2022
4.45
1k+ ratings
Introduction To Machine Learning
by Ethem Alpaydin • 2004
The mathematical core of machine learning, taught without cutting corners: from Bayes to boosting.
3.78
251
Introduction To Machine Learning Summary
Introduction To Machine Learning 87%
The mathematical core of machine learning, taught without cutting corners: from Bayes to boosting.
by Ethem Alpaydin 2004
3.78
251 ratings
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 for Dummies Summary
Machine Learning for Dummies 87%
Machine learning demystified: pick the right algorithm, train it well, and know when it works.
by John Paul Mueller 2016
3.53
139 ratings
Python Data Science Handbook
by Jake VanderPlas • 2016
Four libraries, one workflow: the Python path from raw data to validated predictions.
4.29
676
Python Data Science Handbook Summary
Python Data Science Handbook 87%
Four libraries, one workflow: the Python path from raw data to validated predictions.
by Jake VanderPlas 2016
4.29
676 ratings
The Machine Learning Solutions Architect Handbook
by David Ping • 2022
Most ML models never make it to production. The architecture playbook for the ones that do.
4.06
16
The Machine Learning Solutions Architect Handbook Summary
The Machine Learning Solutions Architect Handbook 87%
Most ML models never make it to production. The architecture playbook for the ones that do.
by David Ping 2022
4.06
16 ratings
Hello World
by Hannah Fry • 2018
When algorithms police, diagnose, and drive, blind trust becomes the real danger.
4.11
12k+
Hello World Summary
Hello World 87%
When algorithms police, diagnose, and drive, blind trust becomes the real danger.
by Hannah Fry 2018
4.11
12k+ ratings
Python for Geeks
by Muhammad Asif • 2021
Machine learning from notebook to production: Python libraries, data prep, and deployment paths.
4.50
8
Python for Geeks Summary
Python for Geeks 87%
Machine learning from notebook to production: Python libraries, data prep, and deployment paths.
by Muhammad Asif 2021
4.50
8 ratings
Machine Learning
by Dr Ruchi Doshi • 2021
From training models with labeled data to finding hidden patterns: the algorithms behind modern AI.
5.00
1
Machine Learning Summary
Machine Learning 87%
From training models with labeled data to finding hidden patterns: the algorithms behind modern AI.
by Dr Ruchi Doshi 2021
5.00
1 ratings
The Master Algorithm
by Pedro Domingos • 2015
Machine learning's rival schools share a hidden core. Finding it could unlock general intelligence.
3.73
6k+
The Master Algorithm Summary
The Master Algorithm 87%
Machine learning's rival schools share a hidden core. Finding it could unlock general intelligence.
by Pedro Domingos 2015
3.73
6k+ ratings
Machine Learning
by Ethem Alpaydin • 2016
From spam filters to self-driving cars: the algorithms that learn from data, and what comes next.
3.62
1k+
Machine Learning Summary
Machine Learning 87%
From spam filters to self-driving cars: the algorithms that learn from data, and what comes next.
by Ethem Alpaydin 2016
3.62
1k+ ratings
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
Introduction to Machine Learning with Python Summary
Introduction to Machine Learning with Python 87%
Build models that generalize, not just memorize: a Python data scientist's guide.
by Andreas C. Müller 2015
4.33
600 ratings
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
Python Machine Learning Case Studies Summary
Python Machine Learning Case Studies 87%
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
Your Face Belongs to Us
by Kashmir Hill • 2023
A startup scraped 3 billion faces, sold the tool to police, and public anonymity may never recover.
4.11
2k+
Your Face Belongs to Us Summary
Your Face Belongs to Us 87%
A startup scraped 3 billion faces, sold the tool to police, and public anonymity may never recover.
by Kashmir Hill 2023
4.11
2k+ ratings
Deep Learning Design Patterns
by Andrew Ferlitsch • 2021
Data shift crushed your model? Simple design patterns push accuracy from 10% to 98%.
4.67
3
Deep Learning Design Patterns Summary
Deep Learning Design Patterns 87%
Data shift crushed your model? Simple design patterns push accuracy from 10% to 98%.
by Andrew Ferlitsch 2021
4.67
3 ratings
Cybersecurity for Small Networks
by Seth Enoka • 2022
Turn free tools into a layered defense that stops attackers before they reach your devices.
4.08
52
Cybersecurity for Small Networks Summary
Cybersecurity for Small Networks 87%
Turn free tools into a layered defense that stops attackers before they reach your devices.
by Seth Enoka 2022
4.08
52 ratings
The Alignment Problem
by Brian Christian • 2020
AI learns our blind spots along with our data. Correcting that is the central problem in computing.
4.34
5k+
The Alignment Problem Summary
The Alignment Problem 87%
AI learns our blind spots along with our data. Correcting that is the central problem in computing.
by Brian Christian 2020
4.34
5k+ ratings
AI for Data Science
by Zacharias Voulgaris • 2018
The real AI toolkit goes beyond deep learning: optimization, fuzzy logic, ensembles.
4.55
20
AI for Data Science Summary
AI for Data Science 87%
The real AI toolkit goes beyond deep learning: optimization, fuzzy logic, ensembles.
by Zacharias Voulgaris 2018
4.55
20 ratings
Artificial Intelligence
by Neil Wilkins • 2019
The AI taking your job tomorrow does not exist. The fear is manufactured for profit.
3.18
17
Artificial Intelligence Summary
Artificial Intelligence 87%
The AI taking your job tomorrow does not exist. The fear is manufactured for profit.
by Neil Wilkins 2019
3.18
17 ratings
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+
Big Data Summary
Big Data 87%
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
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