Foundations

ML Fundamentals

Neural networks, backpropagation, gradient descent โ€” the maths behind AI

11,971
lessons
Skills in this topic
View full skill map โ†’
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
๐Ÿ˜ฑ Learn Machine Learning from ZERO๐Ÿ”ฅ | Build Your First ML Model !
1:02:15
ML Fundamentals โšก AI Lesson
๐Ÿ˜ฑ Learn Machine Learning from ZERO๐Ÿ”ฅ | Build Your First ML Model !
Arivi by HCL GUVI Beginner 3mo ago
Complete Machine Learning Course in Malayalam | Learn ML Step-by-Step
2:09:37
ML Fundamentals โšก AI Lesson
Complete Machine Learning Course in Malayalam | Learn ML Step-by-Step
Entri Coding เดฎเดฒเดฏเดพเดณเด‚ Beginner 6mo ago
AI Full Course 2025 | AI Tutorial for Beginners | Artificial Intelligence Course | Simplilearn
10:34:44
ML Fundamentals โšก AI Lesson
AI Full Course 2025 | AI Tutorial for Beginners | Artificial Intelligence Course | Simplilearn
Simplilearn Beginner 6mo ago
Machine Learning Full Course 2026 | Machine Learning Tutorial | Machine Learning Roadmap | Edureka
10:49:57
ML Fundamentals โšก AI Lesson
Machine Learning Full Course 2026 | Machine Learning Tutorial | Machine Learning Roadmap | Edureka
edureka! Beginner 7mo ago
All Machine Learning Models Clearly Explained!
22:23
ML Fundamentals โšก AI Lesson
All Machine Learning Models Clearly Explained!
AI For Beginners Beginner 1y ago
Types Of Machine Learning | Machine Learning Algorithms | Machine Learning Tutorial | Simplilearn
21:09
ML Fundamentals โšก AI Lesson
Types Of Machine Learning | Machine Learning Algorithms | Machine Learning Tutorial | Simplilearn
Simplilearn Beginner 5y ago
Machine Learning Full Course - Learn Machine Learning 10 Hours | Machine Learning Tutorial | Edureka
9:38:32
ML Fundamentals โšก AI Lesson
Machine Learning Full Course - Learn Machine Learning 10 Hours | Machine Learning Tutorial | Edureka
edureka! Beginner 6y ago
11. Introduction to Machine Learning
51:31
ML Fundamentals โšก AI Lesson
11. Introduction to Machine Learning
MIT OpenCourseWare Beginner 8y ago
Machine Learning Full Course | Learn Machine Learning | Machine Learning Tutorial | Simplilearn
6:21:33
ML Fundamentals โšก AI Lesson
Machine Learning Full Course | Learn Machine Learning | Machine Learning Tutorial | Simplilearn
Simplilearn Beginner 6y ago
Machine Learning Tutorial Part - 1 | Machine Learning Tutorial For Beginners  Part - 1 | Simplilearn
1:02:40
ML Fundamentals โšก AI Lesson
Machine Learning Tutorial Part - 1 | Machine Learning Tutorial For Beginners Part - 1 | Simplilearn
Simplilearn Beginner 7y ago
Machine Learning Tutorial | Machine Learning Basics | Machine Learning Algorithms | Simplilearn
34:52
ML Fundamentals โšก AI Lesson
Machine Learning Tutorial | Machine Learning Basics | Machine Learning Algorithms | Simplilearn
Simplilearn Beginner 8y ago
๐Ÿ“š Coursera Courses Opens on Coursera ยท Free to audit
1 / 3 View all โ†’
Traverse Trees for ML with DFS & BFS
๐Ÿ“š Coursera Course โ†—
Self-paced
Traverse Trees for ML with DFS & BFS
Opens on Coursera โ†—
Building Resilient Streaming Systems on GCP em Portuguรชs Brasileiro
๐Ÿ“š Coursera Course โ†—
Self-paced
Building Resilient Streaming Systems on GCP em Portuguรชs Brasileiro
Opens on Coursera โ†—
Practical Machine Learning on H2O
๐Ÿ“š Coursera Course โ†—
Self-paced
Practical Machine Learning on H2O
Opens on Coursera โ†—
Deep Learning with ANN in Python: Build & Optimize
๐Ÿ“š Coursera Course โ†—
Self-paced
Deep Learning with ANN in Python: Build & Optimize
Opens on Coursera โ†—
Building Regression Models with Linear Algebra
๐Ÿ“š Coursera Course โ†—
Self-paced
Building Regression Models with Linear Algebra
Opens on Coursera โ†—
 Supervised Machine Learning: Classification
๐Ÿ“š Coursera Course โ†—
Self-paced
Supervised Machine Learning: Classification
Opens on Coursera โ†—