Foundations

ML Fundamentals

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

3828
lessons
Stanford CS229 I Societal impact of ML (Guest lecture by Prof. James Zou) I 2022 I Lecture 18
ML Fundamentals
Stanford CS229 I Societal impact of ML (Guest lecture by Prof. James Zou) I 2022 I Lecture 18
Stanford Online Intermediate 2y ago
Stanford XCS224U: NLU I Analysis Methods for NLU, Part 3: Feature Attribution I Spring 2023
ML Fundamentals
Stanford XCS224U: NLU I Analysis Methods for NLU, Part 3: Feature Attribution I Spring 2023
Stanford Online Intermediate 2y ago
BentoML Tutorial: Build Production Grade AI Applications
ML Fundamentals
BentoML Tutorial: Build Production Grade AI Applications
Krish Naik Intermediate 2y ago
Position Encodings (Natural Language Processing at UT Austin)
ML Fundamentals
Position Encodings (Natural Language Processing at UT Austin)
Greg Durrett Intermediate 2y ago
The Tripolar Nuclear Paradox
ML Fundamentals
The Tripolar Nuclear Paradox
ritvikmath Intermediate 2y ago
Leveraging ML Inference for Generative AI on AWS - AWS ML Heroes in 15
ML Fundamentals
Leveraging ML Inference for Generative AI on AWS - AWS ML Heroes in 15
AWS Developers Intermediate 2y ago
Why is the Formula for F1-Score Unnecessarily Complicated?
ML Fundamentals
Why is the Formula for F1-Score Unnecessarily Complicated?
ritvikmath Intermediate 2y ago
Income Prediction Machine Learning Project in Python
ML Fundamentals
Income Prediction Machine Learning Project in Python
NeuralNine Intermediate 2y ago
Analytics in 15: What's New with Amazon EMR
ML Fundamentals
Analytics in 15: What's New with Amazon EMR
AWS Developers Intermediate 2y ago
88% of employers agree that a Professional Certificate strengthens a candidate’s application.
ML Fundamentals
88% of employers agree that a Professional Certificate strengthens a candidate’s application.
Coursera Intermediate 2y ago
19. Cholesterol Biosynthesis 1
ML Fundamentals
19. Cholesterol Biosynthesis 1
MIT OpenCourseWare Intermediate 2y ago
Build your own Stable Doodle: Sketch to Image
ML Fundamentals
Build your own Stable Doodle: Sketch to Image
Abhishek Thakur Intermediate 2y ago
#35 AI for Good Specialization [Course 1, Week 3, Lesson 1]
ML Fundamentals
#35 AI for Good Specialization [Course 1, Week 3, Lesson 1]
DeepLearningAI Intermediate 2y ago
#34 AI for Good Specialization [Course 1, Week 3, Lesson 1]
ML Fundamentals
#34 AI for Good Specialization [Course 1, Week 3, Lesson 1]
DeepLearningAI Intermediate 2y ago
Course: Machine Learning for Business Decision Optimization
ML Fundamentals
Course: Machine Learning for Business Decision Optimization
Weights & Biases Intermediate 2y ago
Greg Michaelson   AutoML as it should have always been | JupyterCon 2023
ML Fundamentals
Greg Michaelson AutoML as it should have always been | JupyterCon 2023
JupyterCon Intermediate 2y ago
Emilien Schultz   How to convince French HSS researchers to use Jupyter Notebooks ?
ML Fundamentals
Emilien Schultz How to convince French HSS researchers to use Jupyter Notebooks ?
JupyterCon Intermediate 2y ago
Stanford XCS224U: NLU I Analysis Methods for NLU, Part 2: Probing I Spring 2023
ML Fundamentals
Stanford XCS224U: NLU I Analysis Methods for NLU, Part 2: Probing I Spring 2023
Stanford Online Intermediate 2y ago
Stanford XCS224U: NLU I Behavioral Eval of NLU Models, Pt 7: DynaSent and Conclusion I Spring 2023
ML Fundamentals
Stanford XCS224U: NLU I Behavioral Eval of NLU Models, Pt 7: DynaSent and Conclusion I Spring 2023
Stanford Online Intermediate 2y ago
Stanford XCS224U I Behavioral Eval of NLU Models, Pt 2: Analytical Considerations I Spring 2023
ML Fundamentals
Stanford XCS224U I Behavioral Eval of NLU Models, Pt 2: Analytical Considerations I Spring 2023
Stanford Online Intermediate 2y ago
Stanford XCS224U: Natural Language Understanding I Homework 3 I Spring 2023
ML Fundamentals
Stanford XCS224U: Natural Language Understanding I Homework 3 I Spring 2023
Stanford Online Intermediate 2y ago
Stanford XCS224U: NLU I Information Retrieval, Part 5: Datasets and Conclusion I Spring 2023
ML Fundamentals
Stanford XCS224U: NLU I Information Retrieval, Part 5: Datasets and Conclusion I Spring 2023
Stanford Online Intermediate 2y ago
Stanford XCS224U: NLU I Information Retrieval, Part 4: Neural IR I Spring 2023
ML Fundamentals
Stanford XCS224U: NLU I Information Retrieval, Part 4: Neural IR I Spring 2023
Stanford Online Intermediate 2y ago
Stanford XCS224U: NLU I Information Retrieval, Part 2: Classical IR I Spring 2023
ML Fundamentals
Stanford XCS224U: NLU I Information Retrieval, Part 2: Classical IR I Spring 2023
Stanford Online Intermediate 2y ago
Stanford XCS224U: NLU I Information Retrieval, Part 1: Guiding Ideas I Spring 2023
ML Fundamentals
Stanford XCS224U: NLU I Information Retrieval, Part 1: Guiding Ideas I Spring 2023
Stanford Online Intermediate 2y ago
Stanford XCS224U: Natural Language Understanding I Homework 2 I Spring 2023
ML Fundamentals
Stanford XCS224U: Natural Language Understanding I Homework 2 I Spring 2023
Stanford Online Intermediate 2y ago
Stanford XCS224U: NLU I Contextual Word Representations, Part 10: Wrap-up I Spring 2023
ML Fundamentals
Stanford XCS224U: NLU I Contextual Word Representations, Part 10: Wrap-up I Spring 2023
Stanford Online Intermediate 2y ago
Stanford XCS224U: NLU I Contextual Word Representations, Part 9: Distillation I Spring 2023
ML Fundamentals
Stanford XCS224U: NLU I Contextual Word Representations, Part 9: Distillation I Spring 2023
Stanford Online Intermediate 2y ago
Stanford XCS224U: NLU I Contextual Word Representations, Part 7: ELECTRA I Spring 2023
ML Fundamentals
Stanford XCS224U: NLU I Contextual Word Representations, Part 7: ELECTRA I Spring 2023
Stanford Online Intermediate 2y ago
Stanford XCS224U: NLU I Contextual Word Representations, Part 6: RoBERTa I Spring 2023
ML Fundamentals
Stanford XCS224U: NLU I Contextual Word Representations, Part 6: RoBERTa I Spring 2023
Stanford Online Intermediate 2y ago
Stanford XCS224U: NLU I Contextual Word Representations, Part 5: BERT I Spring 2023
ML Fundamentals
Stanford XCS224U: NLU I Contextual Word Representations, Part 5: BERT I Spring 2023
Stanford Online Intermediate 2y ago
Stanford XCS224U: NLU I Contextual Word Representations, Part 3: Positional Encoding I Spring 2023
ML Fundamentals
Stanford XCS224U: NLU I Contextual Word Representations, Part 3: Positional Encoding I Spring 2023
Stanford Online Intermediate 2y ago
Stanford XCS224U: NLU I Contextual Word Representations, Part 1: Guiding Ideas I Spring 2023
ML Fundamentals
Stanford XCS224U: NLU I Contextual Word Representations, Part 1: Guiding Ideas I Spring 2023
Stanford Online Intermediate 2y ago
Stanford CS229 I Basic concepts in RL, Value iteration, Policy iteration I 2022 I Lecture 17
ML Fundamentals
Stanford CS229 I Basic concepts in RL, Value iteration, Policy iteration I 2022 I Lecture 17
Stanford Online Intermediate 2y ago
Stanford CS229 I K-Means, GMM (non EM), Expectation Maximization I 2022 I Lecture 12
ML Fundamentals
Stanford CS229 I K-Means, GMM (non EM), Expectation Maximization I 2022 I Lecture 12
Stanford Online Intermediate 2y ago
Stanford CS229 I Weighted Least Squares, Logistic regression, Newton's Method I 2022 I Lecture 3
ML Fundamentals
Stanford CS229 I Weighted Least Squares, Logistic regression, Newton's Method I 2022 I Lecture 3
Stanford Online Intermediate 2y ago
I couldn't solve this puzzle, so I built an AI that could
ML Fundamentals
I couldn't solve this puzzle, so I built an AI that could
ritvikmath Intermediate 2y ago
Gerencia de Producto: Qué es y por qué es importante en Latino América
ML Fundamentals
Gerencia de Producto: Qué es y por qué es importante en Latino América
Stanford Online Intermediate 2y ago
Deliver high-performance ML models faster with MLOps tools
ML Fundamentals
Deliver high-performance ML models faster with MLOps tools
AWS Developers Intermediate 2y ago
#33 AI for Good Specialization [Course 1, Week 3, Lesson 1]
ML Fundamentals
#33 AI for Good Specialization [Course 1, Week 3, Lesson 1]
DeepLearningAI Intermediate 2y ago
#32 AI for Good Specialization [Course 1, Week 3, Lesson 1]
ML Fundamentals
#32 AI for Good Specialization [Course 1, Week 3, Lesson 1]
DeepLearningAI Intermediate 2y ago
#31 AI for Good Specialization [Course 1, Week 3, Lesson 1]
ML Fundamentals
#31 AI for Good Specialization [Course 1, Week 3, Lesson 1]
DeepLearningAI Intermediate 2y ago
#30 AI for Good Specialization [Course 1, Week 3, Lesson 1]
ML Fundamentals
#30 AI for Good Specialization [Course 1, Week 3, Lesson 1]
DeepLearningAI Intermediate 2y ago
#29 AI for Good Specialization [Course 1, Week 3, Lesson 1]
ML Fundamentals
#29 AI for Good Specialization [Course 1, Week 3, Lesson 1]
DeepLearningAI Intermediate 2y ago
#18 AI for Good Specialization [Course 1, Week 2, Lesson 1]
ML Fundamentals
#18 AI for Good Specialization [Course 1, Week 2, Lesson 1]
DeepLearningAI Intermediate 2y ago
#16 AI for Good Specialization [Course 1, Week 2, Lesson 1]
ML Fundamentals
#16 AI for Good Specialization [Course 1, Week 2, Lesson 1]
DeepLearningAI Intermediate 2y ago
Giuseppe Angelo Porcelli   Boost productivity with generative AI and scalable development using Jupy
ML Fundamentals
Giuseppe Angelo Porcelli Boost productivity with generative AI and scalable development using Jupy
JupyterCon Intermediate 2y ago
Thomas Dupriez   Flexible course management and validation system using Jupyterhub with additional s
ML Fundamentals
Thomas Dupriez Flexible course management and validation system using Jupyterhub with additional s
JupyterCon Intermediate 2y ago
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