Foundations

ML Fundamentals

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

11,463
lessons
Skills in this topic
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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
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C4W3L07 Nonmax Suppression
ML Fundamentals โšก AI Lesson
C4W3L07 Nonmax Suppression
DeepLearningAI Beginner 8y ago
C4W3L04 Convolutional Implementation Sliding Windows
ML Fundamentals โšก AI Lesson
C4W3L04 Convolutional Implementation Sliding Windows
DeepLearningAI Beginner 8y ago
๐Ÿ๐ŸŒŸ What projects is Python ideal for?
ML Fundamentals
๐Ÿ๐ŸŒŸ What projects is Python ideal for?
Real Python Intermediate 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 โšก AI Lesson
Backpropagation, intuitively | Deep Learning Chapter 3
3Blue1Brown Beginner 8y ago
What is an exchange?
ML Fundamentals โšก AI Lesson
What is an exchange?
deeplizard Beginner 8y ago
What is a market?
ML Fundamentals โšก AI Lesson
What is a market?
deeplizard Beginner 8y ago
Building Conversational Interfaces for Financial Services with Kenneth Conroy - #61
ML Fundamentals
Building Conversational Interfaces for Financial Services with Kenneth Conroy - #61
The TWIML AI Podcast with Sam Charrington Intermediate 8y ago
Learning to Learn, and other Opportunities in Machine Learning with Graham Taylor - #62
ML Fundamentals โšก 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
ยฟQuรฉ es el Machine Learning?ยฟY Deep Learning? Un mapa conceptual | DotCSV
ML Fundamentals
ยฟQuรฉ es el Machine Learning?ยฟY Deep Learning? Un mapa conceptual | DotCSV
Dot CSV Beginner 8y ago
Scaling Blockchains - Computerphile
ML Fundamentals โšก 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 Complexity of Learning Neural Networks
ML Fundamentals โšก AI Lesson
The Complexity of Learning Neural Networks
Data Skeptic Advanced 8y ago
Linear Regression and Multiple Regression
ML Fundamentals โšก AI Lesson
Linear Regression and Multiple Regression
CodeEmporium Advanced 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
C4W3L02 Landmark Detection
ML Fundamentals
C4W3L02 Landmark Detection
DeepLearningAI Beginner 8y ago
C4W2L01 Why look at case studies?
ML Fundamentals โšก AI Lesson
C4W2L01 Why look at case studies?
DeepLearningAI Beginner 8y ago
C4W2L06 Inception Network Motivation
ML Fundamentals โšก 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 โšก 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 โšก 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 โšก AI Lesson
C4W2L08 Using Open Source Implementation
DeepLearningAI Beginner 8y ago
C4W2L02 Classic Network
ML Fundamentals โšก AI Lesson
C4W2L02 Classic Network
DeepLearningAI Beginner 8y ago
C4W1L08 Simple Convolutional Network Example
ML Fundamentals โšก 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 โšก 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 โšก 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 โšก 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 โšก 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
Fighting Fraud with Machine Learning at Shopify with Solmaz Shahalizadeh - #60
ML Fundamentals โšก AI Lesson
Fighting Fraud with Machine Learning at Shopify with Solmaz Shahalizadeh - #60
The TWIML AI Podcast with Sam Charrington Intermediate 8y ago
Buy side stop-limit order | Triggering under the market price
ML Fundamentals โšก 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
ML Use Cases at Think Big Analytics with Mo Patel & Laura Frรธlich - #54
ML Fundamentals
ML Use Cases at Think Big Analytics with Mo Patel & Laura Frรธlich - #54
The TWIML AI Podcast with Sam Charrington Intermediate 8y ago
AI-Powered Conversational Interfaces with Paul Tepper - #52
ML Fundamentals
AI-Powered Conversational Interfaces with Paul Tepper - #52
The TWIML AI Podcast with Sam Charrington Beginner 8y ago
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R: Apply & Analyze K-Means Clustering for Unsupervised ML
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