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
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
*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
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
ASU's Online Master of Computer Science - Admissions Webinar - March 2019
ML Fundamentals
ASU's Online Master of Computer Science - Admissions Webinar - March 2019
Coursera Intermediate 7y ago
Complete Life Cycle of a Data Science Project
ML Fundamentals
Complete Life Cycle of a Data Science Project
Krish Naik Intermediate 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
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
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
Building a Flutter Speech to Text/Speech Recognizer Application
ML Fundamentals ⚡ AI Lesson
Building a Flutter Speech to Text/Speech Recognizer Application
Tensor Programming Intermediate 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
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
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
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
TensorFlow Federated (TFF): Machine Learning on Decentralized Data (TF Dev Summit ‘19)
ML Fundamentals ⚡ AI Lesson
TensorFlow Federated (TFF): Machine Learning on Decentralized Data (TF Dev Summit ‘19)
TensorFlow Advanced 7y ago
How Hard is Computer Science - My Computer Science Degree (First Year)
ML Fundamentals
How Hard is Computer Science - My Computer Science Degree (First Year)
Tech With Tim 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
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
Dart Project - Building a Client Side Tetris Game - Part Two
ML Fundamentals
Dart Project - Building a Client Side Tetris Game - Part Two
Tensor Programming Intermediate 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
Netease Youdao: AI Leader in Online Education in China (TF Dev Summit '19)
ML Fundamentals ⚡ AI Lesson
Netease Youdao: AI Leader in Online Education in China (TF Dev Summit '19)
TensorFlow Intermediate 7y ago
TensorFlow.jl: A Julia Front End to the TensorFlow World (TF Dev Summit '19)
ML Fundamentals ⚡ AI Lesson
TensorFlow.jl: A Julia Front End to the TensorFlow World (TF Dev Summit '19)
TensorFlow Beginner 7y ago
Democratizing Ultrasound via ML (TF Dev Summit '19)
ML Fundamentals ⚡ AI Lesson
Democratizing Ultrasound via ML (TF Dev Summit '19)
TensorFlow Beginner 7y ago
Powered by TensorFlow: utilizing deep learning to better predict extreme weather
ML Fundamentals ⚡ AI Lesson
Powered by TensorFlow: utilizing deep learning to better predict extreme weather
TensorFlow Advanced 7y ago
Deep Learning in Optics with Aydogan Ozcan - TWiML Talk #237
ML Fundamentals ⚡ AI Lesson
Deep Learning in Optics with Aydogan Ozcan - TWiML Talk #237
The TWIML AI Podcast with Sam Charrington Intermediate 7y ago
Powered by TensorFlow: helping paleographers transcribe medieval text using machine learning
ML Fundamentals ⚡ AI Lesson
Powered by TensorFlow: helping paleographers transcribe medieval text using machine learning
TensorFlow Beginner 7y ago
TensorFlow Extended (TFX) Overview and Pre-training Workflow (TF Dev Summit '19)
ML Fundamentals ⚡ AI Lesson
TensorFlow Extended (TFX) Overview and Pre-training Workflow (TF Dev Summit '19)
TensorFlow Beginner 7y ago
TensorFlow Extended (TFX) Post-training Workflow (TF Dev Summit '19)
ML Fundamentals ⚡ AI Lesson
TensorFlow Extended (TFX) Post-training Workflow (TF Dev Summit '19)
TensorFlow Beginner 7y ago
TensorFlow Probability: Learning with confidence (TF Dev Summit '19)
ML Fundamentals ⚡ AI Lesson
TensorFlow Probability: Learning with confidence (TF Dev Summit '19)
TensorFlow Beginner 7y ago
TensorFlow Hub: Reusable Machine Learning (TF Dev Summit '19)
ML Fundamentals ⚡ AI Lesson
TensorFlow Hub: Reusable Machine Learning (TF Dev Summit '19)
TensorFlow Beginner 7y ago
TensorFlow Dev Summit 2019 Livestream
ML Fundamentals ⚡ AI Lesson
TensorFlow Dev Summit 2019 Livestream
TensorFlow Beginner 7y ago
Dart Project - Building a Client Side Tetris Game - Part One
ML Fundamentals
Dart Project - Building a Client Side Tetris Game - Part One
Tensor Programming Intermediate 7y ago
Introducing TensorFlow 2.0 and its high-level APIs (TF Dev Summit '19)
ML Fundamentals ⚡ AI Lesson
Introducing TensorFlow 2.0 and its high-level APIs (TF Dev Summit '19)
TensorFlow Beginner 7y ago
Swift for TensorFlow: The Next-Generation Machine Learning Framework (TF Dev Summit '19)
ML Fundamentals ⚡ AI Lesson
Swift for TensorFlow: The Next-Generation Machine Learning Framework (TF Dev Summit '19)
TensorFlow Beginner 7y ago
What's new in TensorBoard (TF Dev Summit '19)
ML Fundamentals ⚡ AI Lesson
What's new in TensorBoard (TF Dev Summit '19)
TensorFlow Beginner 7y ago
tf.function and Autograph (TF Dev Summit ‘19)
ML Fundamentals ⚡ AI Lesson
tf.function and Autograph (TF Dev Summit ‘19)
TensorFlow Beginner 7y ago
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Compare Models with Experiments in Azure ML Studio
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Self-paced
Compare Models with Experiments in Azure ML Studio
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BigQuery Machine Learning für Inferenzen nutzen
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Self-paced
BigQuery Machine Learning für Inferenzen nutzen
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Advanced Machine Learning, Neural Networks, and NLP
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Self-paced
Advanced Machine Learning, Neural Networks, and NLP
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Foundations of Quantum Mechanics
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Foundations of Quantum Mechanics
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Fundamental MATLAB Programming for AI
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Fundamental MATLAB Programming for AI
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Digital Signal Processing 3: Analog vs Digital
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Digital Signal Processing 3: Analog vs Digital
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