Foundations

ML Fundamentals

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

11,229
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
Data-centric AI: A new paradigm
ML Fundamentals ⚡ AI Lesson
Data-centric AI: A new paradigm
TensorFlow Beginner 2y ago
The future of frameworks: Navigate the OSS landscape
ML Fundamentals ⚡ AI Lesson
The future of frameworks: Navigate the OSS landscape
TensorFlow Beginner 2y ago
Remember Conditional Statements Like a Pro! #codingtips  #memoryhacks #programming
ML Fundamentals
Remember Conditional Statements Like a Pro! #codingtips #memoryhacks #programming
Entri Coding മലയാളം Beginner 2y ago
#mlops #machinelearning #Union #Flyte
ML Fundamentals ⚡ AI Lesson
#mlops #machinelearning #Union #Flyte
MLOps.community Beginner 2y ago
Drive Traffic with Brand Authority
ML Fundamentals
Drive Traffic with Brand Authority
Moz Beginner 2y ago
Find Most Important Features For Machine Learning in Python
ML Fundamentals ⚡ AI Lesson
Find Most Important Features For Machine Learning in Python
NeuralNine Beginner 2y ago
Roadmap to Learn Generative AI(LLM's) In 2024 With Free Videos And Materials- Krish Naik
ML Fundamentals
Roadmap to Learn Generative AI(LLM's) In 2024 With Free Videos And Materials- Krish Naik
Krish Naik Beginner 2y ago
Artificial Neural Network Tutorial | Deep Learning With Neural Networks | Edureka Rewind
ML Fundamentals
Artificial Neural Network Tutorial | Deep Learning With Neural Networks | Edureka Rewind
edureka! Beginner 2y ago
A simple image convolution
ML Fundamentals ⚡ AI Lesson
A simple image convolution
3Blue1Brown Beginner 2y ago
The Easy Trick to Understand any Data Science Formula
ML Fundamentals
The Easy Trick to Understand any Data Science Formula
ritvikmath Beginner 2y ago
#mlops #machinelearning #Union #Flyte
ML Fundamentals
#mlops #machinelearning #Union #Flyte
MLOps.community Beginner 2y ago
Quantization explained with PyTorch - Post-Training Quantization, Quantization-Aware Training
ML Fundamentals
Quantization explained with PyTorch - Post-Training Quantization, Quantization-Aware Training
Umar Jamil Beginner 2y ago
What is Deep Learning | Deep Learning Simplified | Deep Learning Tutorial
ML Fundamentals
What is Deep Learning | Deep Learning Simplified | Deep Learning Tutorial
edureka! Beginner 2y ago
Making Data Scientists More Productive at Tala
ML Fundamentals ⚡ AI Lesson
Making Data Scientists More Productive at Tala
Outerbounds Beginner 2y ago
Illinois Tech's MBA Program!
ML Fundamentals
Illinois Tech's MBA Program!
Coursera Beginner 2y ago
Can We Learn Generative AI Without Knowing Machine Learning And Deep Learning?
ML Fundamentals
Can We Learn Generative AI Without Knowing Machine Learning And Deep Learning?
Krish Naik Beginner 2y ago
Principal Component Analysis (PCA) | Dimensionality Reduction Techniques  (2/5)
ML Fundamentals ⚡ AI Lesson
Principal Component Analysis (PCA) | Dimensionality Reduction Techniques (2/5)
DeepFindr Beginner 2y ago
ArjanCodes Q&A 2023 | Everything You Wanted to Know!
ML Fundamentals
ArjanCodes Q&A 2023 | Everything You Wanted to Know!
ArjanCodes Beginner 2y ago
How to start a career in marketing with the University of London
ML Fundamentals
How to start a career in marketing with the University of London
Coursera Beginner 2y ago
Stanford CS224W: Machine Learning w/ Graphs I 2023 I Trustworthy Graph AI,  Rex Ying
ML Fundamentals
Stanford CS224W: Machine Learning w/ Graphs I 2023 I Trustworthy Graph AI, Rex Ying
Stanford Online Beginner 2y ago
Stanford CS224W: Machine Learning w/ Graphs I 2023 I Geometric Graph Learning, Minkai Xu
ML Fundamentals
Stanford CS224W: Machine Learning w/ Graphs I 2023 I Geometric Graph Learning, Minkai Xu
Stanford Online Beginner 2y ago
Five Factorizations of a Matrix
ML Fundamentals
Five Factorizations of a Matrix
MIT OpenCourseWare Beginner 2y ago
Breaking into machine learning is tough #artificialintelligence
ML Fundamentals
Breaking into machine learning is tough #artificialintelligence
Jean Lee Beginner 2y ago
What's new in Machine Learning Keynote
ML Fundamentals ⚡ AI Lesson
What's new in Machine Learning Keynote
TensorFlow Beginner 2y ago
On-device fetal ultrasound assessment with TensorFlow Lite
ML Fundamentals ⚡ AI Lesson
On-device fetal ultrasound assessment with TensorFlow Lite
TensorFlow Beginner 2y ago
Top 5 takeaways from Women in Machine Learning Symposium 2023
ML Fundamentals ⚡ AI Lesson
Top 5 takeaways from Women in Machine Learning Symposium 2023
TensorFlow Beginner 2y ago
Using AI To Train AI
ML Fundamentals
Using AI To Train AI
Krish Naik Beginner 2y ago
Stanford CS224W: Machine Learning w/ Graphs I 2023 I Advanced Topics in GNNs
ML Fundamentals
Stanford CS224W: Machine Learning w/ Graphs I 2023 I Advanced Topics in GNNs
Stanford Online Beginner 2y ago
Stanford CS224W: Machine Learning w/ Graphs I 2023 I GNNs for Recommender Systems
ML Fundamentals
Stanford CS224W: Machine Learning w/ Graphs I 2023 I GNNs for Recommender Systems
Stanford Online Beginner 2y ago
Stanford CS224W: Machine Learning w/ Graphs I 2023 I Knowledge Graph Embeddings
ML Fundamentals
Stanford CS224W: Machine Learning w/ Graphs I 2023 I Knowledge Graph Embeddings
Stanford Online Beginner 2y ago
Stanford CS224W: Machine Learning w/ Graphs I 2023 I Machine Learning with Heterogeneous Graphs
ML Fundamentals
Stanford CS224W: Machine Learning w/ Graphs I 2023 I Machine Learning with Heterogeneous Graphs
Stanford Online Beginner 2y ago
Stanford CS224W: Machine Learning w/ Graphs I 2023 I Label Propagation on Graphs
ML Fundamentals
Stanford CS224W: Machine Learning w/ Graphs I 2023 I Label Propagation on Graphs
Stanford Online Beginner 2y ago
Stanford CS224W: Machine Learning w/ Graphs I 2023 I Graph Neural Networks
ML Fundamentals ⚡ AI Lesson
Stanford CS224W: Machine Learning w/ Graphs I 2023 I Graph Neural Networks
Stanford Online Beginner 2y ago
Types Of Artificial Intelligence | Artificial Intelligence Explained | What is AI? | Edureka
ML Fundamentals
Types Of Artificial Intelligence | Artificial Intelligence Explained | What is AI? | Edureka
edureka! Beginner 2y ago
Spitting Out some of the Important facts about money nobody will talk about #startups
ML Fundamentals
Spitting Out some of the Important facts about money nobody will talk about #startups
Krish Naik Beginner 2y ago
Northeastern MS in Information Systems Informational Session 12/5/23
ML Fundamentals
Northeastern MS in Information Systems Informational Session 12/5/23
Coursera Beginner 2y ago
Statistical Learning: 10.Py Document Classification and Recurrent Neural Networks I 2023
ML Fundamentals
Statistical Learning: 10.Py Document Classification and Recurrent Neural Networks I 2023
Stanford Online Beginner 2y ago
Statistical Learning: 13.Py False Discovery Rate I 2023
ML Fundamentals
Statistical Learning: 13.Py False Discovery Rate I 2023
Stanford Online Beginner 2y ago
Statistical Learning: 13.Py Multiple Testing I 2023
ML Fundamentals
Statistical Learning: 13.Py Multiple Testing I 2023
Stanford Online Beginner 2y ago
Statistical Learning: 12.Py Application: NCI60 Data I 2023
ML Fundamentals ⚡ AI Lesson
Statistical Learning: 12.Py Application: NCI60 Data I 2023
Stanford Online Beginner 2y ago
Statistical Learning: 12.Py Clustering I 2023
ML Fundamentals
Statistical Learning: 12.Py Clustering I 2023
Stanford Online Beginner 2y ago
Statistical Learning: 12.Py Principal Components I 2023
ML Fundamentals
Statistical Learning: 12.Py Principal Components I 2023
Stanford Online Beginner 2y ago
Statistical Learning: 13.Py Multiple Testing and Resampling I 2023
ML Fundamentals
Statistical Learning: 13.Py Multiple Testing and Resampling I 2023
Stanford Online Beginner 2y ago
Statistical Learning: 10.Py Multilayer Model: MNIST Digit Data I 2023
ML Fundamentals
Statistical Learning: 10.Py Multilayer Model: MNIST Digit Data I 2023
Stanford Online Beginner 2y ago
Statistical Learning: 9.Py Support Vector Machines I 2023
ML Fundamentals
Statistical Learning: 9.Py Support Vector Machines I 2023
Stanford Online Beginner 2y ago
Statistical Learning: 11.Py Cox Model: Brain Cancer Data I 2023
ML Fundamentals
Statistical Learning: 11.Py Cox Model: Brain Cancer Data I 2023
Stanford Online Beginner 2y ago
Statistical Learning: 10.Py Convolutional Neural Network: CIFAR Image Data I 2023
ML Fundamentals
Statistical Learning: 10.Py Convolutional Neural Network: CIFAR Image Data I 2023
Stanford Online Beginner 2y ago
Statistical Learning: 9.Py ROC Curves I 2023
ML Fundamentals
Statistical Learning: 9.Py ROC Curves I 2023
Stanford Online Beginner 2y ago
📚 Coursera Courses Opens on Coursera · Free to audit
1 / 3 View all →
Vector Calculus for Engineers
📚 Coursera Course ↗
Self-paced
Vector Calculus for Engineers
Opens on Coursera ↗
Four Rare Machine Learning Skills All Data Scientists Need
📚 Coursera Course ↗
Self-paced
Four Rare Machine Learning Skills All Data Scientists Need
Opens on Coursera ↗
Artificial Intelligence for Robotics
📚 Coursera Course ↗
Self-paced
Artificial Intelligence for Robotics
Opens on Coursera ↗
KALKÜLÜS II: TEMEL KAVRAMLAR / CALCULUS II: BASIC CONCEPTS
📚 Coursera Course ↗
Self-paced
KALKÜLÜS II: TEMEL KAVRAMLAR / CALCULUS II: BASIC CONCEPTS
Opens on Coursera ↗
Build Image Quality Inspection using AWS Lookout for Vision
📚 Coursera Course ↗
Self-paced
Build Image Quality Inspection using AWS Lookout for Vision
Opens on Coursera ↗
 Physics 102  - Magnetic Fields and Faraday's Law
📚 Coursera Course ↗
Self-paced
Physics 102 - Magnetic Fields and Faraday's Law
Opens on Coursera ↗