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
12. One-shot learning for teaching neural networks to classify objects never seen before
ML Fundamentals ⚡ AI Lesson
12. One-shot learning for teaching neural networks to classify objects never seen before
Weights & Biases Beginner 7y ago
Using callbacks in training, getting started in TF 2.0, & more! #AskTensorFlow
ML Fundamentals ⚡ AI Lesson
Using callbacks in training, getting started in TF 2.0, & more! #AskTensorFlow
TensorFlow Beginner 7y ago
Learning with Limited Labeled Data with Shioulin Sam - TWiML Talk #255
ML Fundamentals ⚡ AI Lesson
Learning with Limited Labeled Data with Shioulin Sam - TWiML Talk #255
The TWIML AI Podcast with Sam Charrington Beginner 7y ago
Gradient Boost Part 4 (of 4): Classification Details
ML Fundamentals ⚡ AI Lesson
Gradient Boost Part 4 (of 4): Classification Details
StatQuest with Josh Starmer Beginner 7y ago
Averaging Weights Leads to Wider Optima and Better Generalization @ TWiML Online Meetup   Americas
ML Fundamentals ⚡ AI Lesson
Averaging Weights Leads to Wider Optima and Better Generalization @ TWiML Online Meetup Americas
The TWIML AI Podcast with Sam Charrington Beginner 7y ago
How Do Neural Networks Memorize Text?
ML Fundamentals
How Do Neural Networks Memorize Text?
Two Minute Papers Beginner 7y ago
Swift for TensorFlow (TensorFlow Meets)
ML Fundamentals ⚡ AI Lesson
Swift for TensorFlow (TensorFlow Meets)
TensorFlow Beginner 7y ago
Debunking 10 Common Misconceptions about AI
ML Fundamentals
Debunking 10 Common Misconceptions about AI
365 Data Science Beginner 7y ago
Embedding Graphs with Deep Learning
ML Fundamentals ⚡ AI Lesson
Embedding Graphs with Deep Learning
Connor Shorten Beginner 7y ago
GUI Programming Introduction - Computerphile
ML Fundamentals ⚡ AI Lesson
GUI Programming Introduction - Computerphile
Computerphile Beginner 7y ago
11. Transfer Learning for Domain-Specific Image Classification with Small Datasets
ML Fundamentals ⚡ AI Lesson
11. Transfer Learning for Domain-Specific Image Classification with Small Datasets
Weights & Biases Beginner 7y ago
Global Impact of Dementia - Living with Dementia by JHU #6
ML Fundamentals
Global Impact of Dementia - Living with Dementia by JHU #6
Coursera Beginner 7y ago
New Approaches to the Diagnosis of Alzheimer's Disease - Living with Dementia by JHU #5
ML Fundamentals
New Approaches to the Diagnosis of Alzheimer's Disease - Living with Dementia by JHU #5
Coursera Beginner 7y ago
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
K-MEANS CLASSIFIER IN PYTHON! - CS50 Live, Ep. 53
ML Fundamentals
K-MEANS CLASSIFIER IN PYTHON! - CS50 Live, Ep. 53
CS50 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
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
cuDF, cuML & RAPIDS: GPU Accelerated Data Science with Paul Mahler - TWiML Talk #254
ML Fundamentals ⚡ AI Lesson
cuDF, cuML & RAPIDS: GPU Accelerated Data Science with Paul Mahler - TWiML Talk #254
The TWIML AI Podcast with Sam Charrington Beginner 7y ago
Challenges of Dementia Diagnosis - Living with Dementia by JHU #4
ML Fundamentals
Challenges of Dementia Diagnosis - Living with Dementia by JHU #4
Coursera Beginner 7y ago
Alzheimer’s Disease: A Brief History - Living with Dementia by JHU #3
ML Fundamentals
Alzheimer’s Disease: A Brief History - Living with Dementia by JHU #3
Coursera Beginner 7y ago
Module Introduction - Living with Dementia by JHU #2
ML Fundamentals
Module Introduction - Living with Dementia by JHU #2
Coursera Beginner 7y ago
Course Introduction - Living with Dementia by JHU #1
ML Fundamentals
Course Introduction - Living with Dementia by JHU #1
Coursera Beginner 7y ago
Machine Learning for Security and Security for Machine Learning with Nicole Nichols - TWiML Talk...
ML Fundamentals ⚡ AI Lesson
Machine Learning for Security and Security for Machine Learning with Nicole Nichols - TWiML Talk...
The TWIML AI Podcast with Sam Charrington Beginner 7y ago
Domain Adaptation and Generative Models for Single Cell Genomics with Gerald Quon - TWiML Talk #251
ML Fundamentals ⚡ AI Lesson
Domain Adaptation and Generative Models for Single Cell Genomics with Gerald Quon - TWiML Talk #251
The TWIML AI Podcast with Sam Charrington 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
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
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
Probability: Binomial Distribution
ML Fundamentals
Probability: Binomial Distribution
365 Data Science 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
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Snowflake for Data Science: Intro to Snowpark ML for Python
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Snowflake for Data Science: Intro to Snowpark ML for Python
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Introduction to Generative AI - Français
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Introduction to Generative AI - Français
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Apply Artificial Intelligence Using Python for Beginners
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Apply Artificial Intelligence Using Python for Beginners
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Doğrusal Cebir I: Uzaylar ve İşlemciler / Linear Algebra I: Spaces and Operators
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Doğrusal Cebir I: Uzaylar ve İşlemciler / Linear Algebra I: Spaces and Operators
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Machine Learning with Python
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Machine Learning with Python
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Introduction to TensorFlow for Artificial Intelligence, Machine Learning, and Deep Learning
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Introduction to TensorFlow for Artificial Intelligence, Machine Learning, and Deep Learning
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