Foundations

ML Fundamentals

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

12,261
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
Videos 10,799 Reads 1,462
Level: All Beginner Intermediate Advanced
Any Length Short (<5m) Medium (5-20m) Long (>20m)
Newest Popular Oldest
C4W4L08 Cost Function
ML Fundamentals
C4W4L08 Cost Function
DeepLearningAI Beginner 8y ago
C4W3L03 Object Detection
ML Fundamentals
C4W3L03 Object Detection
DeepLearningAI Beginner 8y ago
Conditional Statements and Loops
ML Fundamentals
Conditional Statements and Loops
365 Data Science Beginner 8y ago
Backpropagation calculus | Deep Learning Chapter 4
ML Fundamentals
Backpropagation calculus | Deep Learning Chapter 4
3Blue1Brown Beginner 8y ago
Backpropagation, intuitively | Deep Learning Chapter 3
ML Fundamentals ⚡ AI Lesson
Backpropagation, intuitively | Deep Learning Chapter 3
3Blue1Brown Beginner 8y ago
What is an exchange?
ML Fundamentals ⚡ AI Lesson
What is an exchange?
deeplizard Beginner 8y ago
What is a market?
ML Fundamentals ⚡ AI Lesson
What is a market?
deeplizard Beginner 8y ago
Learning to Learn, and other Opportunities in Machine Learning with Graham Taylor - #62
ML Fundamentals ⚡ AI Lesson
Learning to Learn, and other Opportunities in Machine Learning with Graham Taylor - #62
The TWIML AI Podcast with Sam Charrington Beginner 8y ago
Working with Tuples in Python
ML Fundamentals
Working with Tuples in Python
365 Data Science Beginner 8y ago
Machine Learning & Artificial Intelligence: Crash Course Computer Science #34
ML Fundamentals
Machine Learning & Artificial Intelligence: Crash Course Computer Science #34
CrashCourse Beginner 8y ago
¿Qué es el Machine Learning?¿Y Deep Learning? Un mapa conceptual | DotCSV
ML Fundamentals
¿Qué es el Machine Learning?¿Y Deep Learning? Un mapa conceptual | DotCSV
Dot CSV Beginner 8y ago
Scaling Blockchains - Computerphile
ML Fundamentals ⚡ AI Lesson
Scaling Blockchains - Computerphile
Computerphile Beginner 8y ago
What Python skills are the most relevant in the industry today?
ML Fundamentals
What Python skills are the most relevant in the industry today?
Real Python Beginner 8y ago
The Director: Crash Course Film Production with Lily Gladstone #7
ML Fundamentals
The Director: Crash Course Film Production with Lily Gladstone #7
CrashCourse Beginner 8y ago
C4W3L10 Region Proposals
ML Fundamentals ⚡ AI Lesson
C4W3L10 Region Proposals
DeepLearningAI Beginner 8y ago
C4W3L09 YOLO Algorithm
ML Fundamentals
C4W3L09 YOLO Algorithm
DeepLearningAI Beginner 8y ago
C4W3L06 Intersection Over Union
ML Fundamentals
C4W3L06 Intersection Over Union
DeepLearningAI Beginner 8y ago
C4W3L01 Object Localization
ML Fundamentals ⚡ AI Lesson
C4W3L01 Object Localization
DeepLearningAI Beginner 8y ago
C4W3L08 Anchor Boxes
ML Fundamentals ⚡ AI Lesson
C4W3L08 Anchor Boxes
DeepLearningAI Beginner 8y ago
C4W3L07 Nonmax Suppression
ML Fundamentals ⚡ AI Lesson
C4W3L07 Nonmax Suppression
DeepLearningAI Beginner 8y ago
C4W3L04 Convolutional Implementation Sliding Windows
ML Fundamentals ⚡ AI Lesson
C4W3L04 Convolutional Implementation Sliding Windows
DeepLearningAI Beginner 8y ago
C4W3L02 Landmark Detection
ML Fundamentals
C4W3L02 Landmark Detection
DeepLearningAI Beginner 8y ago
C4W2L01 Why look at case studies?
ML Fundamentals ⚡ AI Lesson
C4W2L01 Why look at case studies?
DeepLearningAI Beginner 8y ago
C4W2L06 Inception Network Motivation
ML Fundamentals ⚡ AI Lesson
C4W2L06 Inception Network Motivation
DeepLearningAI Beginner 8y ago
C4W2L09 Transfer Learning
ML Fundamentals
C4W2L09 Transfer Learning
DeepLearningAI Beginner 8y ago
C4W2L10 Data Augmentation
ML Fundamentals ⚡ AI Lesson
C4W2L10 Data Augmentation
DeepLearningAI Beginner 8y ago
C4W2L07 Inception Network
ML Fundamentals
C4W2L07 Inception Network
DeepLearningAI Beginner 8y ago
C4W2L04 Why ResNets Work
ML Fundamentals
C4W2L04 Why ResNets Work
DeepLearningAI Beginner 8y ago
C4W2L03 Resnets
ML Fundamentals ⚡ AI Lesson
C4W2L03 Resnets
DeepLearningAI Beginner 8y ago
C4W2L05 Network In Network
ML Fundamentals
C4W2L05 Network In Network
DeepLearningAI Beginner 8y ago
C4W2L11 State of Computer Vision
ML Fundamentals
C4W2L11 State of Computer Vision
DeepLearningAI Beginner 8y ago
C4W2L08 Using Open Source Implementation
ML Fundamentals ⚡ AI Lesson
C4W2L08 Using Open Source Implementation
DeepLearningAI Beginner 8y ago
C4W2L02 Classic Network
ML Fundamentals ⚡ AI Lesson
C4W2L02 Classic Network
DeepLearningAI Beginner 8y ago
C4W1L08 Simple Convolutional Network Example
ML Fundamentals ⚡ AI Lesson
C4W1L08 Simple Convolutional Network Example
DeepLearningAI Beginner 8y ago
C4W1L09 Pooling Layers
ML Fundamentals
C4W1L09 Pooling Layers
DeepLearningAI Beginner 8y ago
C4W1L01 Computer Vision
ML Fundamentals
C4W1L01 Computer Vision
DeepLearningAI Beginner 8y ago
C4W1L06 Convolutions Over Volumes
ML Fundamentals
C4W1L06 Convolutions Over Volumes
DeepLearningAI Beginner 8y ago
C4W1L02 Edge Detection Examples
ML Fundamentals
C4W1L02 Edge Detection Examples
DeepLearningAI Beginner 8y ago
C4W1L03 More Edge Detection
ML Fundamentals ⚡ AI Lesson
C4W1L03 More Edge Detection
DeepLearningAI Beginner 8y ago
C4W1L11 Why Convolutions
ML Fundamentals
C4W1L11 Why Convolutions
DeepLearningAI Beginner 8y ago
C4W1L10 CNN Example
ML Fundamentals ⚡ AI Lesson
C4W1L10 CNN Example
DeepLearningAI Beginner 8y ago
C4W1L07 One Layer of a Convolutional Net
ML Fundamentals
C4W1L07 One Layer of a Convolutional Net
DeepLearningAI Beginner 8y ago
C4W1L04 Padding
ML Fundamentals ⚡ AI Lesson
C4W1L04 Padding
DeepLearningAI Beginner 8y ago
C4W1L05 Strided Convolutions
ML Fundamentals
C4W1L05 Strided Convolutions
DeepLearningAI Beginner 8y ago
What is an order book?
ML Fundamentals ⚡ AI Lesson
What is an order book?
deeplizard Beginner 8y ago
The ELIF keyword [Python Fundamentals]
ML Fundamentals
The ELIF keyword [Python Fundamentals]
365 Data Science Beginner 8y ago
Buy side stop-limit order | Triggering under the market price
ML Fundamentals ⚡ AI Lesson
Buy side stop-limit order | Triggering under the market price
deeplizard Beginner 8y ago
Gradient descent, how neural networks learn | Deep Learning Chapter 2
ML Fundamentals
Gradient descent, how neural networks learn | Deep Learning Chapter 2
3Blue1Brown Beginner 8y ago
📚 Coursera Courses Opens on Coursera · Free to audit
1 / 3 View all →
Deep Learning with ANN in Python: Build & Optimize
📚 Coursera Course ↗
Self-paced
Deep Learning with ANN in Python: Build & Optimize
Opens on Coursera ↗
Fundamentos de IA Aplicados ao CRM
📚 Coursera Course ↗
Self-paced
Fundamentos de IA Aplicados ao CRM
Opens on Coursera ↗
ML Pipelines on Google Cloud - Português
📚 Coursera Course ↗
Self-paced
ML Pipelines on Google Cloud - Português
Opens on Coursera ↗
Deep Learning with Keras and Practical Applications
📚 Coursera Course ↗
Self-paced
Deep Learning with Keras and Practical Applications
Opens on Coursera ↗
Fundamentals of Data Science in Healthcare
📚 Coursera Course ↗
Self-paced
Fundamentals of Data Science in Healthcare
Opens on Coursera ↗
Foundations of Machine Learning with Azure
📚 Coursera Course ↗
Self-paced
Foundations of Machine Learning with Azure
Opens on Coursera ↗