Foundations

ML Fundamentals

Neural networks, backpropagation, gradient descent โ€” the maths behind AI

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Skills in this topic
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ML Maths Basics
beginner
Manipulate vectors and matrices
Supervised Learning
beginner
Train decision trees, random forests, and neural nets
Unsupervised Learning
intermediate
Apply k-means and DBSCAN clustering
ML Pipelines
intermediate
Engineer features and handle missing data
Roll your own Web ML models from a blank canvas
ML Fundamentals
Roll your own Web ML models from a blank canvas
Google for Developers Beginner 2y ago
Introduction to k-Nearest Neighbors (kNN) in Python
ML Fundamentals โšก AI Lesson
Introduction to k-Nearest Neighbors (kNN) in Python
Real Python Beginner 2y ago
ML-powered Predictive Maintenance for Industrial Operations - AWS Machine Learning in 15
ML Fundamentals
ML-powered Predictive Maintenance for Industrial Operations - AWS Machine Learning in 15
AWS Developers Intermediate 2y ago
Type 1 vs Type 2 Errors Explained ๐Ÿ”ฅ Statistics & Machine Learning
ML Fundamentals
Type 1 vs Type 2 Errors Explained ๐Ÿ”ฅ Statistics & Machine Learning
Analytics Vidhya Beginner 2y ago
PyTrees: Optimal Data Structure for JAX Parallelization
ML Fundamentals
PyTrees: Optimal Data Structure for JAX Parallelization
Discover AI Beginner 2y ago
Changing careers can be scary.
ML Fundamentals
Changing careers can be scary.
Coursera Beginner 2y ago
Value of External Resources for Building a Company Platform
ML Fundamentals
Value of External Resources for Building a Company Platform
MLOps.community Intermediate 2y ago
What inspired you to study Natural Language Processing? - Chris Manning & Andrew Ng
ML Fundamentals โšก AI Lesson
What inspired you to study Natural Language Processing? - Chris Manning & Andrew Ng
Stanford Online Beginner 2y ago
Top 30 Twitter Accounts for Machine Learning Research
ML Fundamentals โšก AI Lesson
Top 30 Twitter Accounts for Machine Learning Research
Aladdin Persson Beginner 2y ago
JAX compared to PyTorch 2: Get a feeling for JAX!
ML Fundamentals
JAX compared to PyTorch 2: Get a feeling for JAX!
Discover AI Beginner 2y ago
Mastering the MERN Stack: A Comprehensive Guide
ML Fundamentals
Mastering the MERN Stack: A Comprehensive Guide
Entri Coding เดฎเดฒเดฏเดพเดณเด‚ Beginner 2y ago
AI and Robotics - Chelsea Finn & Andrew Ng
ML Fundamentals
AI and Robotics - Chelsea Finn & Andrew Ng
Stanford Online Beginner 2y ago
Does AI Art Have Meaning - Women of the World Project Overview
ML Fundamentals โšก AI Lesson
Does AI Art Have Meaning - Women of the World Project Overview
deeplizard Beginner 2y ago
๐Ÿ“  Explore high-quality, online bachelorโ€™s and masterโ€™s programs from leading universities.
ML Fundamentals
๐Ÿ“  Explore high-quality, online bachelorโ€™s and masterโ€™s programs from leading universities.
Coursera Beginner 2y ago
Learn & Make Money ๐Ÿ’ฐ with Data Science โœŒ๏ธ
ML Fundamentals
Learn & Make Money ๐Ÿ’ฐ with Data Science โœŒ๏ธ
Analytics Vidhya Intermediate 2y ago
From Zero to AI Hero | An Inspiring Journey of an AI Engineer
ML Fundamentals
From Zero to AI Hero | An Inspiring Journey of an AI Engineer
GeeksforGeeks Beginner 2y ago
Managing ML experiments - AWS Machine Learning in 15
ML Fundamentals โšก AI Lesson
Managing ML experiments - AWS Machine Learning in 15
AWS Developers Intermediate 2y ago
Shaping the future of AI to be more inclusive and approachable
ML Fundamentals โšก AI Lesson
Shaping the future of AI to be more inclusive and approachable
TensorFlow Beginner 2y ago
Machine Learning for SEOs [MozCon 2018] โ€” Britney Muller
ML Fundamentals
Machine Learning for SEOs [MozCon 2018] โ€” Britney Muller
Moz Beginner 2y ago
The SEO Cyborg [MozCon 2018] โ€” Alexis Sanders
ML Fundamentals
The SEO Cyborg [MozCon 2018] โ€” Alexis Sanders
Moz Beginner 2y ago
The 5 Must-Know Distributions for Data Scientists (not what you think)
ML Fundamentals
The 5 Must-Know Distributions for Data Scientists (not what you think)
ritvikmath Beginner 2y ago
What is loop in programming? | A Beginner's Guide
ML Fundamentals
What is loop in programming? | A Beginner's Guide
Entri Coding เดฎเดฒเดฏเดพเดณเด‚ Beginner 2y ago
Open source AI is taking over - Leaked Google Document
ML Fundamentals
Open source AI is taking over - Leaked Google Document
Aladdin Persson Beginner 2y ago
Likelihood vs Probability
ML Fundamentals โšก AI Lesson
Likelihood vs Probability
StatQuest with Josh Starmer Beginner 2y ago
Building an Open Assistant API
ML Fundamentals
Building an Open Assistant API
sentdex Beginner 2y ago
What's new in Machine Learning for Google Developers - American Sign Language
ML Fundamentals โšก AI Lesson
What's new in Machine Learning for Google Developers - American Sign Language
TensorFlow Beginner 2y ago
Whatโ€™s new in ChromeOS | Google I/O 2023 - American Sign Language
ML Fundamentals
Whatโ€™s new in ChromeOS | Google I/O 2023 - American Sign Language
Chrome for Developers Intermediate 2y ago
Building communications and contact center apps for the Web
ML Fundamentals
Building communications and contact center apps for the Web
Chrome for Developers Intermediate 2y ago
Supercharge your web app with Machine Learning and MediaPipe
ML Fundamentals
Supercharge your web app with Machine Learning and MediaPipe
Google for Developers Intermediate 2y ago
Analyze Text Readability & Complexity in Python
ML Fundamentals โšก AI Lesson
Analyze Text Readability & Complexity in Python
NeuralNine Beginner 2y ago
Stanford Seminar - Connecting Robotics and Foundation Models, Brian Ichter of Google DeepMind
ML Fundamentals
Stanford Seminar - Connecting Robotics and Foundation Models, Brian Ichter of Google DeepMind
Stanford Online Advanced 2y ago
Want to develop good study habits?
ML Fundamentals
Want to develop good study habits?
Coursera Beginner 2y ago
What does the future hold for AI and Robotics? - Chelsea Finn & Andrew Ng
ML Fundamentals โšก AI Lesson
What does the future hold for AI and Robotics? - Chelsea Finn & Andrew Ng
Stanford Online Beginner 2y ago
Feature Selection & Biryani ๐Ÿ…๐Ÿฅฆ
ML Fundamentals
Feature Selection & Biryani ๐Ÿ…๐Ÿฅฆ
Analytics Vidhya Beginner 2y ago
What is it like working in an AI lab? - Chelsea Finn & Andrew Ng
ML Fundamentals โšก AI Lesson
What is it like working in an AI lab? - Chelsea Finn & Andrew Ng
Stanford Online Beginner 2y ago
Build End to End Machine Learning Project | DataHour by Bharat Sharma
ML Fundamentals
Build End to End Machine Learning Project | DataHour by Bharat Sharma
Analytics Vidhya Intermediate 2y ago
What inspired you to choose AI and Robotics as a profession? - Chelsea Finn & Andrew Ng
ML Fundamentals โšก AI Lesson
What inspired you to choose AI and Robotics as a profession? - Chelsea Finn & Andrew Ng
Stanford Online Beginner 2y ago
How I used my background in art and literature to unlock doors in #tech.
ML Fundamentals
How I used my background in art and literature to unlock doors in #tech.
Coursera Beginner 2y ago
What is our ethical responsibility with AI & Machine Learning? - Fei-Fei Li & Andrew Ng
ML Fundamentals โšก AI Lesson
What is our ethical responsibility with AI & Machine Learning? - Fei-Fei Li & Andrew Ng
Stanford Online Beginner 2y ago
AWS ML Heroes in 15: Harnessing Low-code/No-Code Machine Learning on AWS
ML Fundamentals โšก AI Lesson
AWS ML Heroes in 15: Harnessing Low-code/No-Code Machine Learning on AWS
AWS Developers Intermediate 2y ago
North Korea's Cyber Warfare: Unveiling the Digital Arsenal
ML Fundamentals
North Korea's Cyber Warfare: Unveiling the Digital Arsenal
Entri Coding เดฎเดฒเดฏเดพเดณเด‚ Beginner 2y ago
Andrew Ng and Fei-Fei Li Discuss Human-Centered Artificial Intelligence - Stanford Online
ML Fundamentals โšก AI Lesson
Andrew Ng and Fei-Fei Li Discuss Human-Centered Artificial Intelligence - Stanford Online
Stanford Online Beginner 2y ago
๐Ÿ’ก Career idea: Front-end developer!
ML Fundamentals
๐Ÿ’ก Career idea: Front-end developer!
Coursera Beginner 2y ago
What's new in Machine Learning for Google Developers
ML Fundamentals โšก AI Lesson
What's new in Machine Learning for Google Developers
TensorFlow Beginner 2y ago
How to develop kiosk apps for ChromeOS
ML Fundamentals
How to develop kiosk apps for ChromeOS
Chrome for Developers Intermediate 2y ago
Whatโ€™s new in ChromeOS | Google I/O 2023
ML Fundamentals
Whatโ€™s new in ChromeOS | Google I/O 2023
Chrome for Developers Intermediate 2y ago
What advice do you have for getting started in AI & Machine Learning? - Fei-Fei Li & Andrew Ng
ML Fundamentals โšก AI Lesson
What advice do you have for getting started in AI & Machine Learning? - Fei-Fei Li & Andrew Ng
Stanford Online Beginner 2y ago
DYNAMIC PROGRAMMING | RECURSION
ML Fundamentals
DYNAMIC PROGRAMMING | RECURSION
Entri Coding เดฎเดฒเดฏเดพเดณเด‚ Beginner 2y ago
๐Ÿ“š Coursera Courses Opens on Coursera ยท Free to audit
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Analysis of Algorithms
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Analysis of Algorithms
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Calculus for Machine Learning and Data Science
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Calculus for Machine Learning and Data Science
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AI with Python: Apply & Implement ML Models
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Self-paced
AI with Python: Apply & Implement ML Models
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Advanced RNN Concepts and Projects
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Self-paced
Advanced RNN Concepts and Projects
Opens on Coursera โ†—
Device-based Models with TensorFlow Lite
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Self-paced
Device-based Models with TensorFlow Lite
Opens on Coursera โ†—
Debug ML Code: Fix, Trace & Evaluate
๐Ÿ“š Coursera Course โ†—
Self-paced
Debug ML Code: Fix, Trace & Evaluate
Opens on Coursera โ†—