Foundations

ML Fundamentals

Neural networks, backpropagation, gradient descent — the maths behind AI

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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
Callable Neural Networks - Linear Layers in Depth
ML Fundamentals ⚡ AI Lesson
Callable Neural Networks - Linear Layers in Depth
deeplizard Beginner 7y ago
Unsupervised Feature Learning
ML Fundamentals
Unsupervised Feature Learning
Connor Shorten Beginner 7y ago
Must Read Papers on GANs
ML Fundamentals ⚡ AI Lesson
Must Read Papers on GANs
Connor Shorten Beginner 7y ago
Discussing TensorFlow with the founder of Udacity (TensorFlow Meets)
ML Fundamentals ⚡ AI Lesson
Discussing TensorFlow with the founder of Udacity (TensorFlow Meets)
TensorFlow Beginner 7y ago
K-MEANS CLASSIFIER IN PYTHON! - CS50 Live, Ep. 53
ML Fundamentals
K-MEANS CLASSIFIER IN PYTHON! - CS50 Live, Ep. 53
CS50 Beginner 7y ago
Get Started with GCP and Qwiklabs - Machine Learning with TensorFlow on GCP from Google Cloud #9
ML Fundamentals
Get Started with GCP and Qwiklabs - Machine Learning with TensorFlow on GCP from Google Cloud #9
Coursera Beginner 7y ago
Introduction to End-to-End Machine Learning with Tensorflow from Google Cloud #2
ML Fundamentals
Introduction to End-to-End Machine Learning with Tensorflow from Google Cloud #2
Coursera Beginner 7y ago
Mapping Dark Matter with Bayesian Neural Networks w/ Yashar Hezaveh - TWiML Talk #250
ML Fundamentals ⚡ AI Lesson
Mapping Dark Matter with Bayesian Neural Networks w/ Yashar Hezaveh - TWiML Talk #250
The TWIML AI Podcast with Sam Charrington Beginner 7y ago
Deep Learning for Population Genetic Inference with Dan Schrider - TWiML Talk #249
ML Fundamentals ⚡ AI Lesson
Deep Learning for Population Genetic Inference with Dan Schrider - TWiML Talk #249
The TWIML AI Podcast with Sam Charrington Beginner 7y ago
Why is Linear Algebra Useful?
ML Fundamentals ⚡ AI Lesson
Why is Linear Algebra Useful?
365 Data Science Beginner 7y ago
Active (Machine) Learning - Computerphile
ML Fundamentals ⚡ AI Lesson
Active (Machine) Learning - Computerphile
Computerphile Beginner 7y ago
Introduction to Dart for Beginners - The Tooling Ecosystem - Part 9
ML Fundamentals
Introduction to Dart for Beginners - The Tooling Ecosystem - Part 9
Tensor Programming Beginner 7y ago
Deep Learning in Medical Science
ML Fundamentals
Deep Learning in Medical Science
Krish Naik Beginner 7y ago
How we can apply Machine Learning in Finance
ML Fundamentals
How we can apply Machine Learning in Finance
Krish Naik Beginner 7y ago
Probability: Binomial Distribution
ML Fundamentals
Probability: Binomial Distribution
365 Data Science Beginner 7y ago
Gradient Boost Part 2 (of 4): Regression Details
ML Fundamentals
Gradient Boost Part 2 (of 4): Regression Details
StatQuest with Josh Starmer Beginner 7y ago
Run VS Code in the browser with massive computing resources
ML Fundamentals
Run VS Code in the browser with massive computing resources
Fireship Beginner 7y ago
Network Effects: So, Is It a Network Effect? (1 of 3)
ML Fundamentals ⚡ AI Lesson
Network Effects: So, Is It a Network Effect? (1 of 3)
a16z Beginner 7y ago
Gradient Boost Part 1 (of 4): Regression Main Ideas
ML Fundamentals
Gradient Boost Part 1 (of 4): Regression Main Ideas
StatQuest with Josh Starmer Beginner 7y ago
Behind The Scenes: Cirque du Soleil's 'VOLTA' | Ron Kellum & Bernard Petiot | Talks at Google
ML Fundamentals
Behind The Scenes: Cirque du Soleil's 'VOLTA' | Ron Kellum & Bernard Petiot | Talks at Google
Talks at Google Beginner 7y ago
Data Science, Machine Learning, and AI: What's the Difference?
ML Fundamentals
Data Science, Machine Learning, and AI: What's the Difference?
Ken Jee Beginner 7y ago
Predict Horse Races with BigQuery #ML
ML Fundamentals
Predict Horse Races with BigQuery #ML
Fireship Beginner 7y ago
PAI: Platform of A.I. in Alibaba (TF Dev Summit '19)
ML Fundamentals ⚡ AI Lesson
PAI: Platform of A.I. in Alibaba (TF Dev Summit '19)
TensorFlow Beginner 7y ago
Introduction to Dart for Beginners - Generics, Factories, Enums and Exceptions - Part Seven
ML Fundamentals ⚡ AI Lesson
Introduction to Dart for Beginners - Generics, Factories, Enums and Exceptions - Part Seven
Tensor Programming Beginner 7y ago
Cómo identificar el OVERFITTING en tu RED NEURONAL - Parte 2
ML Fundamentals
Cómo identificar el OVERFITTING en tu RED NEURONAL - Parte 2
Dot CSV Beginner 7y ago
Office Hours with  Paul Bloom (2014) - Moralities of Everyday Life by Yale University #7
ML Fundamentals
Office Hours with Paul Bloom (2014) - Moralities of Everyday Life by Yale University #7
Coursera Beginner 7y ago
Office Hours with Paul Bloom (2015) - Moralities of Everyday Life by Yale University #6
ML Fundamentals
Office Hours with Paul Bloom (2015) - Moralities of Everyday Life by Yale University #6
Coursera Beginner 7y ago
Empathy and its Limits - Moralities of Everyday Life by Yale University #5
ML Fundamentals
Empathy and its Limits - Moralities of Everyday Life by Yale University #5
Coursera Beginner 7y ago
Empathy and Concern - Moralities of Everyday Life by Yale University #4
ML Fundamentals
Empathy and Concern - Moralities of Everyday Life by Yale University #4
Coursera Beginner 7y ago
How Do We Treat Strangers? - Moralities of Everyday Life by Yale University #3
ML Fundamentals
How Do We Treat Strangers? - Moralities of Everyday Life by Yale University #3
Coursera Beginner 7y ago
Caring About Others - Moralities of Everyday Life by Yale University #2
ML Fundamentals
Caring About Others - Moralities of Everyday Life by Yale University #2
Coursera Beginner 7y ago
Introduction to Moralities of Everyday Life by Yale University #1
ML Fundamentals
Introduction to Moralities of Everyday Life by Yale University #1
Coursera Beginner 7y ago
*Bonus Episode* A Quantum Machine Learning Algorithm Takedown with Ewin Tang - TWiML Talk #246
ML Fundamentals ⚡ AI Lesson
*Bonus Episode* A Quantum Machine Learning Algorithm Takedown with Ewin Tang - TWiML Talk #246
The TWIML AI Podcast with Sam Charrington Beginner 7y ago
Pragmatic Quantum Machine Learning with Peter Wittek - TWiML Talk #245
ML Fundamentals ⚡ AI Lesson
Pragmatic Quantum Machine Learning with Peter Wittek - TWiML Talk #245
The TWIML AI Podcast with Sam Charrington Beginner 7y ago
TWiML x Fast.ai v3 Deep Learning Part 2 Study Group - Lesson 8 - Spring 2019 1080p
ML Fundamentals ⚡ AI Lesson
TWiML x Fast.ai v3 Deep Learning Part 2 Study Group - Lesson 8 - Spring 2019 1080p
The TWIML AI Podcast with Sam Charrington Beginner 7y ago
Recap and Outlook - Security & Safety Challenges in a Globalized World by Universiteit Leiden #8
ML Fundamentals
Recap and Outlook - Security & Safety Challenges in a Globalized World by Universiteit Leiden #8
Coursera Beginner 7y ago
Risk Critiques - Security & Safety Challenges in a Globalized World by Universiteit Leiden #7
ML Fundamentals
Risk Critiques - Security & Safety Challenges in a Globalized World by Universiteit Leiden #7
Coursera Beginner 7y ago
Protection - Security & Safety Challenges in a Globalized World by Universiteit Leiden #5
ML Fundamentals
Protection - Security & Safety Challenges in a Globalized World by Universiteit Leiden #5
Coursera Beginner 7y ago
What is Security? - Security & Safety Challenges in a Globalized World by Universiteit Leiden #4
ML Fundamentals
What is Security? - Security & Safety Challenges in a Globalized World by Universiteit Leiden #4
Coursera Beginner 7y ago
Crowdsourcing - Security & Safety Challenges in a Globalized World by Universiteit Leiden #3
ML Fundamentals
Crowdsourcing - Security & Safety Challenges in a Globalized World by Universiteit Leiden #3
Coursera Beginner 7y ago
Wicked Problems - Security & Safety Challenges in a Globalized World by Universiteit Leiden #2
ML Fundamentals
Wicked Problems - Security & Safety Challenges in a Globalized World by Universiteit Leiden #2
Coursera Beginner 7y ago
Introduction to Security & Safety Challenges in a Globalized World by Universiteit Leiden #1
ML Fundamentals
Introduction to Security & Safety Challenges in a Globalized World by Universiteit Leiden #1
Coursera Beginner 7y ago
DeepWalk Explained
ML Fundamentals ⚡ AI Lesson
DeepWalk Explained
Connor Shorten Beginner 7y ago
Is AI Really a Threat: Elon Musk vs Mark Zuckerberg
ML Fundamentals
Is AI Really a Threat: Elon Musk vs Mark Zuckerberg
365 Data Science Beginner 7y ago
What Do You Need to Become a Data Scientist?
ML Fundamentals
What Do You Need to Become a Data Scientist?
365 Data Science Beginner 7y ago
Exascale Deep Learning for Climate Analytics (TF Dev Summit ‘19)
ML Fundamentals ⚡ AI Lesson
Exascale Deep Learning for Climate Analytics (TF Dev Summit ‘19)
TensorFlow Beginner 7y ago
Improving Text In Tensorflow (TF Dev Summit ‘19)
ML Fundamentals ⚡ AI Lesson
Improving Text In Tensorflow (TF Dev Summit ‘19)
TensorFlow Beginner 7y ago
Building a Visual Debugging Tool for ML - TF.js in Interactive Visual Analytics (TF Dev Summit '19)
ML Fundamentals ⚡ AI Lesson
Building a Visual Debugging Tool for ML - TF.js in Interactive Visual Analytics (TF Dev Summit '19)
TensorFlow Beginner 7y ago
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AI Capstone Project with Deep Learning
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AI Capstone Project with Deep Learning
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Machine Learning Operations (MLOps): Getting Started
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Computational Social Science Capstone Project
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Machine Translation
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Machine Translation
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Mask Detector with Python & TensorFlow: Build & Deploy
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Mask Detector with Python & TensorFlow: Build & Deploy
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Building Multimodal Data Pipelines
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Building Multimodal Data Pipelines
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