Foundations

ML Fundamentals

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

12,274
lessons
Skills in this topic
View full skill map →
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
Training Multiple Networks - PyTorch Deep Learning Course
ML Fundamentals ⚡ AI Lesson
Training Multiple Networks - PyTorch Deep Learning Course
deeplizard Beginner 4y ago
EM Algorithm : Data Science Concepts
ML Fundamentals
EM Algorithm : Data Science Concepts
ritvikmath Beginner 4y ago
How to handle Uncertainty in Deep Learning #2.2
ML Fundamentals ⚡ AI Lesson
How to handle Uncertainty in Deep Learning #2.2
DeepFindr Beginner 4y ago
Andrew Brock on Generative Models and His Journey to AI Research
ML Fundamentals ⚡ AI Lesson
Andrew Brock on Generative Models and His Journey to AI Research
HuggingFace Advanced 4y ago
Look At the Brighter Side- Motivational Story To Keep You Focussed
ML Fundamentals
Look At the Brighter Side- Motivational Story To Keep You Focussed
Krish Naik Intermediate 4y ago
Square & Multiply Algorithm - Computerphile
ML Fundamentals ⚡ AI Lesson
Square & Multiply Algorithm - Computerphile
Computerphile Intermediate 4y ago
AI Ethics Around Machine Learning Datasets and Models - Emily Denton
ML Fundamentals ⚡ AI Lesson
AI Ethics Around Machine Learning Datasets and Models - Emily Denton
HuggingFace Beginner 4y ago
iNeuron And LCO Merger- Gifts Give Away
ML Fundamentals
iNeuron And LCO Merger- Gifts Give Away
Krish Naik Beginner 4y ago
IBM | Meet Coursera's Industry Partner
ML Fundamentals
IBM | Meet Coursera's Industry Partner
Coursera Beginner 4y ago
Intuit | Meet Coursera's Industry Partner
ML Fundamentals
Intuit | Meet Coursera's Industry Partner
Coursera Beginner 4y ago
Building an on-device recommendation model with TFLite
ML Fundamentals ⚡ AI Lesson
Building an on-device recommendation model with TFLite
TensorFlow Beginner 4y ago
Complete Guide to Cross Validation
ML Fundamentals
Complete Guide to Cross Validation
Rob Mulla Beginner 4y ago
Reset Weights PyTorch Network - Deep Learning Course
ML Fundamentals ⚡ AI Lesson
Reset Weights PyTorch Network - Deep Learning Course
deeplizard Beginner 4y ago
JAX Talk: Generating Extremely Long Sequences with S4
ML Fundamentals
JAX Talk: Generating Extremely Long Sequences with S4
Weights & Biases Beginner 4y ago
Celebrating Deep Learner Month #BeADeepLearner
ML Fundamentals
Celebrating Deep Learner Month #BeADeepLearner
DeepLearningAI Beginner 4y ago
#BeADeepLearner like Kulsoom Abdullah with DeepLearning.AI
ML Fundamentals
#BeADeepLearner like Kulsoom Abdullah with DeepLearning.AI
DeepLearningAI Beginner 4y ago
The Youth of Africa: A Melting Pot
ML Fundamentals
The Youth of Africa: A Melting Pot
Saïd Business School, University of Oxford Intermediate 4y ago
The Shipyard: Lessons Learned While Building an ML Platform // Joseph Haaga // Coffee Sessions #91
ML Fundamentals ⚡ AI Lesson
The Shipyard: Lessons Learned While Building an ML Platform // Joseph Haaga // Coffee Sessions #91
MLOps.community Beginner 4y ago
Intro to Artificial Intelligence & Developer Relations
ML Fundamentals
Intro to Artificial Intelligence & Developer Relations
Scrimba Beginner 4y ago
Item-to-item recommendation and sequential recommendation
ML Fundamentals ⚡ AI Lesson
Item-to-item recommendation and sequential recommendation
TensorFlow Beginner 4y ago
How to Learn AI & ML in 2022 - A Complete Roadmap
ML Fundamentals
How to Learn AI & ML in 2022 - A Complete Roadmap
Kids Python Beginner 4y ago
The Power of Doubt & the Rise of Trust - Summary
ML Fundamentals
The Power of Doubt & the Rise of Trust - Summary
Saïd Business School, University of Oxford Intermediate 4y ago
[Quiz] Regularization in Deep Learning, Lipschitz continuity, Gradient regularization
ML Fundamentals
[Quiz] Regularization in Deep Learning, Lipschitz continuity, Gradient regularization
AI Coffee Break with Letitia Beginner 4y ago
Bringing Audio ML Models into Production // @ValerioVelardoTheSoundofAI //Coffee Sessions #90
ML Fundamentals ⚡ AI Lesson
Bringing Audio ML Models into Production // @ValerioVelardoTheSoundofAI //Coffee Sessions #90
MLOps.community Beginner 4y ago
How to handle Uncertainty in Deep Learning #2.1
ML Fundamentals
How to handle Uncertainty in Deep Learning #2.1
DeepFindr Beginner 4y ago
SageMaker Friday episode 1 - How to build, train and deploy and a machine learning model easily
ML Fundamentals
SageMaker Friday episode 1 - How to build, train and deploy and a machine learning model easily
AWS Developers Intermediate 4y ago
What Is FOMO? Use It As A Weapon
ML Fundamentals
What Is FOMO? Use It As A Weapon
Krish Naik Beginner 4y ago
Live Q&A-Ask Anything Related To Data Science
ML Fundamentals
Live Q&A-Ask Anything Related To Data Science
Krish Naik Intermediate 4y ago
#BeADeepLearner like Tim Steves with DeepLearning.AI
ML Fundamentals
#BeADeepLearner like Tim Steves with DeepLearning.AI
DeepLearningAI Intermediate 4y ago
#BeADeepLearner like Lei Xu with DeepLearning.AI
ML Fundamentals
#BeADeepLearner like Lei Xu with DeepLearning.AI
DeepLearningAI Beginner 4y ago
#BeADeepLearner like Macit Giray Gokirmak with DeepLearning.AI
ML Fundamentals
#BeADeepLearner like Macit Giray Gokirmak with DeepLearning.AI
DeepLearningAI Intermediate 4y ago
#BeADeepLearner like Macit, Kulsoom, Lei and Tim
ML Fundamentals ⚡ AI Lesson
#BeADeepLearner like Macit, Kulsoom, Lei and Tim
DeepLearningAI Beginner 4y ago
#BeADeepLearner like Apala, Luciano, Hermawan and Lorenzo
ML Fundamentals ⚡ AI Lesson
#BeADeepLearner like Apala, Luciano, Hermawan and Lorenzo
DeepLearningAI Beginner 4y ago
#BeADeepLearner like Aleksandr, Niranjan, I-Chiao, Matt and Yudhiesh
ML Fundamentals
#BeADeepLearner like Aleksandr, Niranjan, I-Chiao, Matt and Yudhiesh
DeepLearningAI Beginner 4y ago
#BeADeepLearner like I-Chiao Lin with DeepLearning.AI
ML Fundamentals
#BeADeepLearner like I-Chiao Lin with DeepLearning.AI
DeepLearningAI Beginner 4y ago
#BeADeepLearner like Yudhiesh Ravindran with DeepLearning.AI
ML Fundamentals
#BeADeepLearner like Yudhiesh Ravindran with DeepLearning.AI
DeepLearningAI Beginner 4y ago
#BeADeepLearner like Niranjan Akella with DeepLearning.AI
ML Fundamentals ⚡ AI Lesson
#BeADeepLearner like Niranjan Akella with DeepLearning.AI
DeepLearningAI Beginner 4y ago
#BeADeepLearner like Aleksandr Gontcharov with DeepLearning.AI
ML Fundamentals
#BeADeepLearner like Aleksandr Gontcharov with DeepLearning.AI
DeepLearningAI Beginner 4y ago
#BeADeepLearner like Luciano Darriba with DeepLearning.A
ML Fundamentals
#BeADeepLearner like Luciano Darriba with DeepLearning.A
DeepLearningAI Beginner 4y ago
#BeADeepLearner like Lorenzo Ostano with DeepLearning.AI
ML Fundamentals
#BeADeepLearner like Lorenzo Ostano with DeepLearning.AI
DeepLearningAI Beginner 4y ago
#BeADeepLearner like Matt Struble with DeepLearning.AI
ML Fundamentals
#BeADeepLearner like Matt Struble with DeepLearning.AI
DeepLearningAI Beginner 4y ago
#BeADeepLearner like Apala Guha with DeepLearning.AI
ML Fundamentals ⚡ AI Lesson
#BeADeepLearner like Apala Guha with DeepLearning.AI
DeepLearningAI Beginner 4y ago
Extending Human Creativity Using Machine Learning - Xander Steenbrugge
ML Fundamentals
Extending Human Creativity Using Machine Learning - Xander Steenbrugge
HuggingFace Beginner 4y ago
Mindset For Learning Data Science
ML Fundamentals
Mindset For Learning Data Science
Krish Naik Beginner 4y ago
Are Software Engineering Jobs Roles More Than Data Science/AI?
ML Fundamentals
Are Software Engineering Jobs Roles More Than Data Science/AI?
Krish Naik Intermediate 4y ago
7 Most In Demand Tech Skills to Learn in 2022
ML Fundamentals
7 Most In Demand Tech Skills to Learn in 2022
Krish Naik Beginner 4y ago
Reinforcement Learning - Course Reflection
ML Fundamentals ⚡ AI Lesson
Reinforcement Learning - Course Reflection
deeplizard Beginner 4y ago
A Journey in Scaling ML // Gabriel Straub // MLOps Coffee Sessions #89
ML Fundamentals
A Journey in Scaling ML // Gabriel Straub // MLOps Coffee Sessions #89
MLOps.community Beginner 4y ago
📚 Coursera Courses Opens on Coursera · Free to audit
1 / 3 View all →
Recommender Systems: An Applied Approach using Deep Learning
📚 Coursera Course ↗
Self-paced
Recommender Systems: An Applied Approach using Deep Learning
Opens on Coursera ↗
Introduction to Statistics
📚 Coursera Course ↗
Self-paced
Introduction to Statistics
Opens on Coursera ↗
Deep Learning in Electronic Health Records
📚 Coursera Course ↗
Self-paced
Deep Learning in Electronic Health Records
Opens on Coursera ↗
Computer Vision and Sequence Analysis in Machine Learning
📚 Coursera Course ↗
Self-paced
Computer Vision and Sequence Analysis in Machine Learning
Opens on Coursera ↗
Image Classification with Keras: Build & Optimize
📚 Coursera Course ↗
Self-paced
Image Classification with Keras: Build & Optimize
Opens on Coursera ↗
Data Engineering & Pipeline Reliability for Machine Learning
📚 Coursera Course ↗
Self-paced
Data Engineering & Pipeline Reliability for Machine Learning
Opens on Coursera ↗