Foundations

ML Fundamentals

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

11,190
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
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
Optimizing the Weights ๐Ÿงญ - Essentials of Backpropagation ๐Ÿ”„ - Topic 086 #ai #ml
ML Fundamentals โšก AI Lesson
Optimizing the Weights ๐Ÿงญ - Essentials of Backpropagation ๐Ÿ”„ - Topic 086 #ai #ml
deeplizard Beginner 2y ago
Aprende MLOPS con este PROYECTO COMPLETO de MACHINE LEARNING!! (Cรณdigo inside)
ML Fundamentals
Aprende MLOPS con este PROYECTO COMPLETO de MACHINE LEARNING!! (Cรณdigo inside)
AlexFocus Beginner 2y ago
I Used Data Science to Buy the Dip
ML Fundamentals
I Used Data Science to Buy the Dip
ritvikmath Beginner 2y ago
Gradient Descent in Action ๐Ÿ“ˆ - Derivative of the Loss ๐Ÿ”„ - Topic 085 #ai #ml
ML Fundamentals โšก AI Lesson
Gradient Descent in Action ๐Ÿ“ˆ - Derivative of the Loss ๐Ÿ”„ - Topic 085 #ai #ml
deeplizard Beginner 2y ago
Explain Machine Learning Models with SHAP in Python
ML Fundamentals โšก AI Lesson
Explain Machine Learning Models with SHAP in Python
NeuralNine Beginner 2y ago
mixtral 2x7b Quantized 2 K prompt on machine learning
ML Fundamentals
mixtral 2x7b Quantized 2 K prompt on machine learning
Patrick Devaney Beginner 2y ago
Wonder what #vr learning is really like?
ML Fundamentals
Wonder what #vr learning is really like?
Coursera Beginner 2y ago
Difference between Underfitting and Overfitting
ML Fundamentals
Difference between Underfitting and Overfitting
Analytics Vidhya Beginner 2y ago
TIPS FOR A SUCCESSFUL JOB INTERVIEW
ML Fundamentals
TIPS FOR A SUCCESSFUL JOB INTERVIEW
Entri Coding เดฎเดฒเดฏเดพเดณเด‚ Beginner 2y ago
Millions of Jobs Lost, But These 5 Are Skyrocketing
ML Fundamentals
Millions of Jobs Lost, But These 5 Are Skyrocketing
Jean Lee Beginner 2y ago
What is Deep Learning (in 5 Minutes) | Course Playlist
ML Fundamentals
What is Deep Learning (in 5 Minutes) | Course Playlist
Analytics Vidhya Beginner 2y ago
t-distributed Stochastic Neighbor Embedding (t-SNE) | Dimensionality Reduction Techniques  (4/5)
ML Fundamentals โšก AI Lesson
t-distributed Stochastic Neighbor Embedding (t-SNE) | Dimensionality Reduction Techniques (4/5)
DeepFindr Beginner 2y ago
Chrome Extensions for Developers
ML Fundamentals
Chrome Extensions for Developers
Entri Coding เดฎเดฒเดฏเดพเดณเด‚ Beginner 2y ago
9 Unguided data projects for your Resume!
ML Fundamentals
9 Unguided data projects for your Resume!
codebasics Beginner 2y ago
Machine Learning Model Explainability with LIME in Python
ML Fundamentals โšก AI Lesson
Machine Learning Model Explainability with LIME in Python
NeuralNine Beginner 2y ago
Pursuing his childhood dream of becoming a video game developer
ML Fundamentals
Pursuing his childhood dream of becoming a video game developer
Coursera Beginner 2y ago
Shaping the World of Robotics with Chelsea Finn
ML Fundamentals
Shaping the World of Robotics with Chelsea Finn
Weights & Biases Beginner 2y ago
Flashcards: 100% FREE Learning Tool to Boost Memory Retention and Learn Data Science Faster
ML Fundamentals
Flashcards: 100% FREE Learning Tool to Boost Memory Retention and Learn Data Science Faster
365 Data Science Beginner 2y ago
AWS GameDay: League of Legends โ€“ How Does It Work?
ML Fundamentals
AWS GameDay: League of Legends โ€“ How Does It Work?
AWS Developers Beginner 2y ago
Resume Checklist!
ML Fundamentals
Resume Checklist!
codebasics Beginner 2y ago
Despliega Modelos de MACHINE LEARNING como un PROFESIONAL - MLOPS
ML Fundamentals
Despliega Modelos de MACHINE LEARNING como un PROFESIONAL - MLOPS
AlexFocus Beginner 2y ago
Embeddings - EXPLAINED!
ML Fundamentals โšก AI Lesson
Embeddings - EXPLAINED!
CodeEmporium Beginner 2y ago
The Dirichlet Distribution : Data Science Basics
ML Fundamentals
The Dirichlet Distribution : Data Science Basics
ritvikmath Beginner 2y ago
Focusing on Data Science & Less on Engineering and Dependencies | Real Python Podcast #191
ML Fundamentals
Focusing on Data Science & Less on Engineering and Dependencies | Real Python Podcast #191
Real Python Beginner 2y ago
C++ interview Questions and Answers | C++ Interview Questions and Answers For Freshers | Edureka
ML Fundamentals
C++ interview Questions and Answers | C++ Interview Questions and Answers For Freshers | Edureka
edureka! Beginner 2y ago
Forward Pass Explained ๐Ÿ” - Neural Network Calculus ๐Ÿงฎ - Topic 084 #ai #ml
ML Fundamentals โšก AI Lesson
Forward Pass Explained ๐Ÿ” - Neural Network Calculus ๐Ÿงฎ - Topic 084 #ai #ml
deeplizard Beginner 2y ago
Benefits of Lifting Heavy - Overhead Press with Mandy ๐Ÿ’ช
ML Fundamentals โšก AI Lesson
Benefits of Lifting Heavy - Overhead Press with Mandy ๐Ÿ’ช
deeplizard Beginner 2y ago
Weights & Losses ๐Ÿ‹๏ธ - Gradient Descent Optimization ๐Ÿ”„ - Topic 083 #ai #ml
ML Fundamentals โšก AI Lesson
Weights & Losses ๐Ÿ‹๏ธ - Gradient Descent Optimization ๐Ÿ”„ - Topic 083 #ai #ml
deeplizard Beginner 2y ago
Weight Updates for Lower Loss ๐Ÿ“‰ - Deep Learning Beginner ๐Ÿ‘ถ - Topic 082 #ai #ml
ML Fundamentals โšก AI Lesson
Weight Updates for Lower Loss ๐Ÿ“‰ - Deep Learning Beginner ๐Ÿ‘ถ - Topic 082 #ai #ml
deeplizard Beginner 2y ago
Minimizing the Loss ๐Ÿ“‰ - Deep Learning Beginner ๐Ÿ‘ถ - Topic 081 #ai #ml
ML Fundamentals โšก AI Lesson
Minimizing the Loss ๐Ÿ“‰ - Deep Learning Beginner ๐Ÿ‘ถ - Topic 081 #ai #ml
deeplizard Beginner 2y ago
Loss Function Output ๐Ÿ“‰ - Refining Neural Precision ๐Ÿ› ๏ธ - Topic 080 #ai #ml
ML Fundamentals โšก AI Lesson
Loss Function Output ๐Ÿ“‰ - Refining Neural Precision ๐Ÿ› ๏ธ - Topic 080 #ai #ml
deeplizard Beginner 2y ago
Insights into Loss Functions ๐Ÿ”ง - Bridging the Gap ๐ŸŒ‰ - Topic 079 #ai #ml
ML Fundamentals โšก AI Lesson
Insights into Loss Functions ๐Ÿ”ง - Bridging the Gap ๐ŸŒ‰ - Topic 079 #ai #ml
deeplizard Beginner 2y ago
Categorical Cross Entropy Loss (Part 2) ๐ŸŒŸ -  Deep Learning Beginner ๐Ÿ‘ถ - Topic 078 #ai #ml
ML Fundamentals โšก AI Lesson
Categorical Cross Entropy Loss (Part 2) ๐ŸŒŸ - Deep Learning Beginner ๐Ÿ‘ถ - Topic 078 #ai #ml
deeplizard Beginner 2y ago
Plate Raises for Better Posture & Strength with Mandy ๐Ÿฝ๏ธ๐Ÿ™‹โ€โ™€๏ธ๐Ÿ’ช
ML Fundamentals โšก AI Lesson
Plate Raises for Better Posture & Strength with Mandy ๐Ÿฝ๏ธ๐Ÿ™‹โ€โ™€๏ธ๐Ÿ’ช
deeplizard Beginner 2y ago
Categorical Cross Entropy Loss Intro ๐Ÿ“ - Deep Learning Beginner ๐Ÿ‘ถ - Topic 077 #ai #ml
ML Fundamentals โšก AI Lesson
Categorical Cross Entropy Loss Intro ๐Ÿ“ - Deep Learning Beginner ๐Ÿ‘ถ - Topic 077 #ai #ml
deeplizard Beginner 2y ago
Most Common Loss Function for Classification โ“ - Deep Learning Beginner ๐Ÿ‘ถ - Topic 076 #ai
ML Fundamentals โšก AI Lesson
Most Common Loss Function for Classification โ“ - Deep Learning Beginner ๐Ÿ‘ถ - Topic 076 #ai
deeplizard Beginner 2y ago
A Deep Dive into the Online Dartmouth MEng Curriculum - February 14th
ML Fundamentals
A Deep Dive into the Online Dartmouth MEng Curriculum - February 14th
Coursera Beginner 2y ago
Pushing for Lower Loss ๐Ÿ”ป - Network Training Beginner Essentials ๐Ÿ‘ถ - Topic 075 #ai #ml
ML Fundamentals โšก AI Lesson
Pushing for Lower Loss ๐Ÿ”ป - Network Training Beginner Essentials ๐Ÿ‘ถ - Topic 075 #ai #ml
deeplizard Beginner 2y ago
Most Basic Loss Function ๐Ÿ” - Deep Learning Beginner ๐Ÿ‘ถ - Topic 074 #ai #ml
ML Fundamentals โšก AI Lesson
Most Basic Loss Function ๐Ÿ” - Deep Learning Beginner ๐Ÿ‘ถ - Topic 074 #ai #ml
deeplizard Beginner 2y ago
Network Loss Before Training ๐Ÿš€ - Deep Learning Beginner ๐Ÿ‘ถ - Topic 073 #ai #ml
ML Fundamentals โšก AI Lesson
Network Loss Before Training ๐Ÿš€ - Deep Learning Beginner ๐Ÿ‘ถ - Topic 073 #ai #ml
deeplizard Beginner 2y ago
Probability Calibration For Machine Learning in Python
ML Fundamentals โšก AI Lesson
Probability Calibration For Machine Learning in Python
NeuralNine Beginner 2y ago
Navigating Network Loss ๐Ÿ”„ - Prediction to Reality for Beginners ๐Ÿ‘ถ - Topic 072 #ai #ml
ML Fundamentals โšก AI Lesson
Navigating Network Loss ๐Ÿ”„ - Prediction to Reality for Beginners ๐Ÿ‘ถ - Topic 072 #ai #ml
deeplizard Beginner 2y ago
Take a Desk Break to Stretch and Strengthen Hamstrings with Mandy ๐Ÿ’ช
ML Fundamentals โšก AI Lesson
Take a Desk Break to Stretch and Strengthen Hamstrings with Mandy ๐Ÿ’ช
deeplizard Beginner 2y ago
Most useful Resume Tips for you! #coding #interviewtips
ML Fundamentals
Most useful Resume Tips for you! #coding #interviewtips
Entri Coding เดฎเดฒเดฏเดพเดณเด‚ Beginner 2y ago
Predicted vs True ๐ŸŽฏ - Loss Function Dynamics for Beginners ๐Ÿ‘ถ - Topic 071 #ai #ml
ML Fundamentals โšก AI Lesson
Predicted vs True ๐ŸŽฏ - Loss Function Dynamics for Beginners ๐Ÿ‘ถ - Topic 071 #ai #ml
deeplizard Beginner 2y ago
Loss Function Intro ๐Ÿ“‰ - Deep Learning Beginner ๐Ÿ‘ถ๐Ÿง  - Topic 070 #ai #ml
ML Fundamentals โšก AI Lesson
Loss Function Intro ๐Ÿ“‰ - Deep Learning Beginner ๐Ÿ‘ถ๐Ÿง  - Topic 070 #ai #ml
deeplizard Beginner 2y ago
Why Use Activation Functions โ“๐Ÿ“ - Unveiling Nonlinearity ๐Ÿš€ - Topic 069 #ai #ml
ML Fundamentals โšก AI Lesson
Why Use Activation Functions โ“๐Ÿ“ - Unveiling Nonlinearity ๐Ÿš€ - Topic 069 #ai #ml
deeplizard Beginner 2y ago
๐Ÿ“š Coursera Courses Opens on Coursera ยท Free to audit
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Statistics You Need to Know for Machine Learning
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Self-paced
Statistics You Need to Know for Machine Learning
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Measure Vector Similarity
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Self-paced
Measure Vector Similarity
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Power System Stability
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Self-paced
Power System Stability
Opens on Coursera โ†—
Principles of Data Science
๐Ÿ“š Coursera Course โ†—
Self-paced
Principles of Data Science
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Choose Cost-Effective ML Algorithms Fast
๐Ÿ“š Coursera Course โ†—
Self-paced
Choose Cost-Effective ML Algorithms Fast
Opens on Coursera โ†—
Getting Started with Machine Learning at the Edge on Arm
๐Ÿ“š Coursera Course โ†—
Self-paced
Getting Started with Machine Learning at the Edge on Arm
Opens on Coursera โ†—