Foundations

ML Fundamentals

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

12,191
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
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
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
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
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
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
Resume Checklist!
ML Fundamentals
Resume Checklist!
codebasics Beginner 2y ago
Day in the life of a Social Finance participant
ML Fundamentals โšก AI Lesson
Day in the life of a Social Finance participant
Saรฏd Business School, University of Oxford Intermediate 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
Top 10 Deep Learning Interview Questions And Answers | AI & Deep Learning Interview Questions
ML Fundamentals
Top 10 Deep Learning Interview Questions And Answers | AI & Deep Learning Interview Questions
Analytics Vidhya Advanced 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
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
Most useful Resume Tips for you! #coding #interviewtips
ML Fundamentals
Most useful Resume Tips for you! #coding #interviewtips
Entri Coding เดฎเดฒเดฏเดพเดณเด‚ 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
Oxford Saรฏd's Director of Career Development Joy Bussell busts the myths of networking
ML Fundamentals
Oxford Saรฏd's Director of Career Development Joy Bussell busts the myths of networking
Saรฏd Business School, University of Oxford Intermediate 2y ago
Getting Back on Grid
ML Fundamentals โšก AI Lesson
Getting Back on Grid
Sentdex Intermediate 2y ago
How to Become a Machine Learning Engineer in 2025
ML Fundamentals โšก AI Lesson
How to Become a Machine Learning Engineer in 2025
365 Data Science Beginner 2y ago
Unpacking the Essence of AI Education | Sebastian Raschka, AI Staff Educator @ Lightning AI | LWD 22
ML Fundamentals โšก AI Lesson
Unpacking the Essence of AI Education | Sebastian Raschka, AI Staff Educator @ Lightning AI | LWD 22
Analytics Vidhya Advanced 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
Simple ideas to improve your RAG (Stanford, Google)
ML Fundamentals
Simple ideas to improve your RAG (Stanford, Google)
Discover AI Advanced 2y ago
Should you get a certificate or degree? It's all about you and your career goals. #careergoals
ML Fundamentals
Should you get a certificate or degree? It's all about you and your career goals. #careergoals
Coursera Beginner 2y ago
How to build domain knowledge?
ML Fundamentals
How to build domain knowledge?
codebasics Intermediate 2y ago
SeeTree: Helping offset forestsโ€™ carbon with rapid machine learning insights
ML Fundamentals
SeeTree: Helping offset forestsโ€™ carbon with rapid machine learning insights
Google Cloud Beginner 2y ago
7 Libros ๐Ÿ“•Como ser DATA SCIENTIST en 2024 (Ciencia de Datos)
ML Fundamentals
7 Libros ๐Ÿ“•Como ser DATA SCIENTIST en 2024 (Ciencia de Datos)
AlexFocus Beginner 2y ago
Stanford EE259 I Lenses, image sensors, image signal processing I 2023 I Lecture 20
ML Fundamentals
Stanford EE259 I Lenses, image sensors, image signal processing I 2023 I Lecture 20
Stanford Online Beginner 2y ago
Batch Normalization in neural networks - EXPLAINED!
ML Fundamentals โšก AI Lesson
Batch Normalization in neural networks - EXPLAINED!
CodeEmporium Advanced 2y ago
Super Bowl Prediction by a Data Scientist
ML Fundamentals
Super Bowl Prediction by a Data Scientist
ritvikmath Intermediate 2y ago
Stanford EE259 I Lidar range and direction of arrival estimation I 2023 I Lecture 18
ML Fundamentals
Stanford EE259 I Lidar range and direction of arrival estimation I 2023 I Lecture 18
Stanford Online Beginner 2y ago
AI Tools That Will Change Everything
ML Fundamentals
AI Tools That Will Change Everything
Zapier Beginner 2y ago
Top TECH TRENDS & CAREERS in 2024!!! GeeksforGeeks
ML Fundamentals
Top TECH TRENDS & CAREERS in 2024!!! GeeksforGeeks
GeeksforGeeks Beginner 2y ago
MACHINE LEARNING | GATE 2024 Ultimate Revision | GATE DS and AI
ML Fundamentals
MACHINE LEARNING | GATE 2024 Ultimate Revision | GATE DS and AI
GeeksforGeeks 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
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
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
Are Activation Functions Layers โ“ - Deep Learning Beginner ๐Ÿ‘ถ๐Ÿง  - Topic 068 #ai #ml
ML Fundamentals โšก AI Lesson
Are Activation Functions Layers โ“ - Deep Learning Beginner ๐Ÿ‘ถ๐Ÿง  - Topic 068 #ai #ml
deeplizard Beginner 2y ago
Let's Build A Game! Coding Tutorial
ML Fundamentals
Let's Build A Game! Coding Tutorial
Entri Coding เดฎเดฒเดฏเดพเดณเด‚ Beginner 2y ago
When are Activation Functions Applied ๐ŸŒ€โ“ - Deep Learning Beginner ๐Ÿง ๐Ÿ‘ถ - Topic 067 #ai #ml
ML Fundamentals โšก AI Lesson
When are Activation Functions Applied ๐ŸŒ€โ“ - Deep Learning Beginner ๐Ÿง ๐Ÿ‘ถ - Topic 067 #ai #ml
deeplizard Beginner 2y ago
Wondering if a #datascience career is right for you?  #ibm #datasciencecareers #DataScienceSalaries
ML Fundamentals
Wondering if a #datascience career is right for you? #ibm #datasciencecareers #DataScienceSalaries
Coursera Beginner 2y ago
Activation Function Example ๐Ÿ› ๏ธ - Deep Learning Beginner ๐Ÿ‘ถ๐Ÿง  - Topic 066 #ai #ml
ML Fundamentals โšก AI Lesson
Activation Function Example ๐Ÿ› ๏ธ - Deep Learning Beginner ๐Ÿ‘ถ๐Ÿง  - Topic 066 #ai #ml
deeplizard Beginner 2y ago
Desk Break Dips - Strengthen Your Upper Body with Mandy ๐Ÿ’ช
ML Fundamentals โšก AI Lesson
Desk Break Dips - Strengthen Your Upper Body with Mandy ๐Ÿ’ช
deeplizard Beginner 2y ago
Stanford EE259 I Photodetection principles (direct vs. coherent), lidar system arch. I 2023 I Lec 17
ML Fundamentals
Stanford EE259 I Photodetection principles (direct vs. coherent), lidar system arch. I 2023 I Lec 17
Stanford Online Beginner 2y ago
Softmax and Probabilities ๐Ÿ”„ - Transforming Neural Outputs ๐ŸŽฏ - Topic 065 #ai #ml
ML Fundamentals โšก AI Lesson
Softmax and Probabilities ๐Ÿ”„ - Transforming Neural Outputs ๐ŸŽฏ - Topic 065 #ai #ml
deeplizard Beginner 2y ago
BSc Business Administration Admissions Webinar and Live Q&A
ML Fundamentals
BSc Business Administration Admissions Webinar and Live Q&A
Coursera Beginner 2y ago
Stanford EE259 I Gaussian beams, beam scanning techniques I 2023 I Lecture 16
ML Fundamentals
Stanford EE259 I Gaussian beams, beam scanning techniques I 2023 I Lecture 16
Stanford Online Beginner 2y ago
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