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
Monte Carlo DropOut Layers In  Deep Learning
ML Fundamentals
Monte Carlo DropOut Layers In Deep Learning
Krish Naik Beginner 4y ago
Principles behind neural networks and one hot encoding
ML Fundamentals
Principles behind neural networks and one hot encoding
Google for Developers Beginner 4y ago
Mircea Neagovici — Robotic Process Automation (RPA) and ML
ML Fundamentals
Mircea Neagovici — Robotic Process Automation (RPA) and ML
Weights & Biases Beginner 4y ago
Every Python Project I've Ever Made...
ML Fundamentals ⚡ AI Lesson
Every Python Project I've Ever Made...
Tech With Tim Beginner 4y ago
Machine Learning Projects CheckList
ML Fundamentals
Machine Learning Projects CheckList
Krish Naik Beginner 4y ago
#11 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 3]
ML Fundamentals
#11 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 3]
DeepLearningAI Intermediate 4y ago
#12 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 4]
ML Fundamentals
#12 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 4]
DeepLearningAI Intermediate 4y ago
Introduction to artificial ML neural networks
ML Fundamentals
Introduction to artificial ML neural networks
Google for Developers Beginner 4y ago
#13 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 5]
ML Fundamentals
#13 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 5]
DeepLearningAI Beginner 4y ago
#14 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 6]
ML Fundamentals
#14 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 6]
DeepLearningAI Intermediate 4y ago
#15 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 7]
ML Fundamentals ⚡ AI Lesson
#15 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 7]
DeepLearningAI Intermediate 4y ago
#16 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 8]
ML Fundamentals
#16 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 8]
DeepLearningAI Intermediate 4y ago
#17 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 9]
ML Fundamentals
#17 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 9]
DeepLearningAI Intermediate 4y ago
#18 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 10]
ML Fundamentals ⚡ AI Lesson
#18 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 10]
DeepLearningAI Intermediate 4y ago
#19 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 11]
ML Fundamentals
#19 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 11]
DeepLearningAI Intermediate 4y ago
#21 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 13]
ML Fundamentals
#21 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 13]
DeepLearningAI Intermediate 4y ago
#20 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 12]
ML Fundamentals
#20 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 12]
DeepLearningAI Intermediate 4y ago
#22 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 14]
ML Fundamentals
#22 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 14]
DeepLearningAI Intermediate 4y ago
#23 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 15]
ML Fundamentals ⚡ AI Lesson
#23 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 15]
DeepLearningAI Intermediate 4y ago
#24 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 16]
ML Fundamentals
#24 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 16]
DeepLearningAI Intermediate 4y ago
#25 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 1]
ML Fundamentals ⚡ AI Lesson
#25 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 1]
DeepLearningAI Intermediate 4y ago
#26 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3 Lesson 2]
ML Fundamentals
#26 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3 Lesson 2]
DeepLearningAI Intermediate 4y ago
#27 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 3]
ML Fundamentals
#27 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 3]
DeepLearningAI Intermediate 4y ago
#28 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 4]
ML Fundamentals
#28 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 4]
DeepLearningAI Intermediate 4y ago
#29 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 5]
ML Fundamentals
#29 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 5]
DeepLearningAI Intermediate 4y ago
#30 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 6]
ML Fundamentals ⚡ AI Lesson
#30 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 6]
DeepLearningAI Intermediate 4y ago
#31 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 7]
ML Fundamentals ⚡ AI Lesson
#31 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 7]
DeepLearningAI Intermediate 4y ago
#32 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 8]
ML Fundamentals
#32 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 8]
DeepLearningAI Intermediate 4y ago
#33 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 9]
ML Fundamentals ⚡ AI Lesson
#33 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 9]
DeepLearningAI Intermediate 4y ago
#34 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 10]
ML Fundamentals
#34 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 10]
DeepLearningAI Intermediate 4y ago
#35 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 1, Lesson 11]
ML Fundamentals
#35 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 1, Lesson 11]
DeepLearningAI Intermediate 4y ago
#36 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 12]
ML Fundamentals
#36 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 12]
DeepLearningAI Beginner 4y ago
#37 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 13]
ML Fundamentals
#37 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 13]
DeepLearningAI Intermediate 4y ago
#38 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 14]
ML Fundamentals ⚡ AI Lesson
#38 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 14]
DeepLearningAI Intermediate 4y ago
#39 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 15]
ML Fundamentals
#39 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 15]
DeepLearningAI Intermediate 4y ago
#40 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 16]
ML Fundamentals
#40 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 16]
DeepLearningAI Intermediate 4y ago
#10 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 2]
ML Fundamentals
#10 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 2]
DeepLearningAI Intermediate 4y ago
#9 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 1]
ML Fundamentals ⚡ AI Lesson
#9 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 1]
DeepLearningAI Beginner 4y ago
#8 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 1, Lesson 8]
ML Fundamentals
#8 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 1, Lesson 8]
DeepLearningAI Intermediate 4y ago
#7 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 1, Lesson 7]
ML Fundamentals
#7 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 1, Lesson 7]
DeepLearningAI Intermediate 4y ago
#6 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 1, Lesson 6]
ML Fundamentals
#6 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 1, Lesson 6]
DeepLearningAI Intermediate 4y ago
#5 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 1, Lesson 5]
ML Fundamentals
#5 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 1, Lesson 5]
DeepLearningAI Intermediate 4y ago
#4 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 1, Lesson 4]
ML Fundamentals ⚡ AI Lesson
#4 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 1, Lesson 4]
DeepLearningAI Intermediate 4y ago
#3 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 1, Lesson 3]
ML Fundamentals
#3 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 1, Lesson 3]
DeepLearningAI Intermediate 4y ago
#2 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 1, Lesson 2]
ML Fundamentals ⚡ AI Lesson
#2 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 1, Lesson 2]
DeepLearningAI Intermediate 4y ago
#1 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 1, Lesson 1]
ML Fundamentals
#1 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 1, Lesson 1]
DeepLearningAI Intermediate 4y ago
Machine Learning basics
ML Fundamentals
Machine Learning basics
Google for Developers Beginner 4y ago
AI and the Gartner Hype Cycle
ML Fundamentals
AI and the Gartner Hype Cycle
Google for Developers Beginner 4y ago
📚 Coursera Courses Opens on Coursera · Free to audit
1 / 3 View all →
State Estimation and Localization for Self-Driving Cars
📚 Coursera Course ↗
Self-paced
State Estimation and Localization for Self-Driving Cars
Opens on Coursera ↗
Cloud Virtualization, Containers and APIs
📚 Coursera Course ↗
Self-paced
Cloud Virtualization, Containers and APIs
Opens on Coursera ↗
Build a computer vision app with Azure Cognitive Services
📚 Coursera Course ↗
Self-paced
Build a computer vision app with Azure Cognitive Services
Opens on Coursera ↗
Foundations of Machine Learning with Azure
📚 Coursera Course ↗
Self-paced
Foundations of Machine Learning with Azure
Opens on Coursera ↗
Artificial Intelligence in Practice for Business
📚 Coursera Course ↗
Self-paced
Artificial Intelligence in Practice for Business
Opens on Coursera ↗
Introduction to Data Structures and Algorithmic Foundations
📚 Coursera Course ↗
Self-paced
Introduction to Data Structures and Algorithmic Foundations
Opens on Coursera ↗