Foundations

ML Fundamentals

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

12,057
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
๐Ÿ”ฅGenerative AI Engineer Salary in 2026 | How Much Do Gen AI Experts Earn? #Shorts  #simplilearn
ML Fundamentals
๐Ÿ”ฅGenerative AI Engineer Salary in 2026 | How Much Do Gen AI Experts Earn? #Shorts #simplilearn
Simplilearn Beginner 7mo ago
How to Evaluate Classification Models | Confusion Matrix & AUC Analysis
ML Fundamentals
How to Evaluate Classification Models | Confusion Matrix & AUC Analysis
Coursera Beginner 7mo ago
Do you know the Role of Algorithms in Automation? (Explained with Real Examples)
ML Fundamentals
Do you know the Role of Algorithms in Automation? (Explained with Real Examples)
flowindata Beginner 7mo ago
Remote Work Isn't Dead - It's Thriving in THESE Fields
ML Fundamentals
Remote Work Isn't Dead - It's Thriving in THESE Fields
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PCA Explained in Simple Words | Machine Learning Made Easy
ML Fundamentals โšก AI Lesson
PCA Explained in Simple Words | Machine Learning Made Easy
Analytics Vidhya Beginner 7mo ago
RNN in Tamil | Recurrent Neural Networks Explained | Deep Learning Tamil Tutorial
ML Fundamentals
RNN in Tamil | Recurrent Neural Networks Explained | Deep Learning Tamil Tutorial
Adi Explains Beginner 7mo ago
2016502858579884466176 - Numberphile
ML Fundamentals
2016502858579884466176 - Numberphile
Numberphile Beginner 7mo ago
๐Ÿ”ฅMachine Learning Engineer Salary : What You Can Earn  #shorts #simplilearn
ML Fundamentals
๐Ÿ”ฅMachine Learning Engineer Salary : What You Can Earn #shorts #simplilearn
Simplilearn Beginner 7mo ago
Will AI Replace Your Job? Hereโ€™s the Truth #FutureOfWork  #AIJobs #Workplace #Automation #AIFuture
ML Fundamentals
Will AI Replace Your Job? Hereโ€™s the Truth #FutureOfWork #AIJobs #Workplace #Automation #AIFuture
Data Science Dojo Advanced 7mo ago
Metaflow Office Hours - Scienta Lab
ML Fundamentals โšก AI Lesson
Metaflow Office Hours - Scienta Lab
Outerbounds Intermediate 7mo ago
Deconvolution - what do networks learn? (visualization + code)
ML Fundamentals โšก AI Lesson
Deconvolution - what do networks learn? (visualization + code)
CodeEmporium Advanced 7mo ago
Quantum AI Explained in Tamil | The Future of Artificial Intelligence | Karthik's Show
ML Fundamentals โšก AI Lesson
Quantum AI Explained in Tamil | The Future of Artificial Intelligence | Karthik's Show
Karthik's Show Beginner 7mo ago
Tech Workers Will Now Face The $100K H-1B Shock
ML Fundamentals
Tech Workers Will Now Face The $100K H-1B Shock
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Career Journeys in Data Science & AI | Penn DATS Alumni Connects Series
ML Fundamentals
Career Journeys in Data Science & AI | Penn DATS Alumni Connects Series
DS-AI with Khanh Vy Intermediate 7mo ago
๐Ÿ”ฅ Machine Learning Types Explained Simply in Tamil
ML Fundamentals
๐Ÿ”ฅ Machine Learning Types Explained Simply in Tamil
AI Coach John (Tamil) Beginner 7mo ago
Rehana Al Soltane - Education in the Age of AI
ML Fundamentals โšก AI Lesson
Rehana Al Soltane - Education in the Age of AI
Cohere Beginner 7mo ago
How you can SAVE A LOT OF TIME with Pre-trained models
ML Fundamentals โšก AI Lesson
How you can SAVE A LOT OF TIME with Pre-trained models
DataCamp Advanced 7mo ago
HyperLogLog Hit Counter - Computerphile
ML Fundamentals โšก AI Lesson
HyperLogLog Hit Counter - Computerphile
Computerphile Beginner 7mo ago
Learn PINNs (AI Neural Network) in 8 Minutes ๐Ÿคฏ | Must for All Engineers.
ML Fundamentals
Learn PINNs (AI Neural Network) in 8 Minutes ๐Ÿคฏ | Must for All Engineers.
Arivi by HCL GUVI Beginner 7mo ago
Inference Office Hours - Dynamo on Kubernetes
ML Fundamentals
Inference Office Hours - Dynamo on Kubernetes
NVIDIA Developer Intermediate 7mo ago
Why synthetic data isnโ€™t enough
ML Fundamentals
Why synthetic data isnโ€™t enough
Weights & Biases Advanced 7mo ago
AI Governance at Breaking Point
ML Fundamentals โšก AI Lesson
AI Governance at Breaking Point
MLOps.community Beginner 7mo ago
Machine Learning models are HERE TO STAY
ML Fundamentals โšก AI Lesson
Machine Learning models are HERE TO STAY
DataCamp Advanced 7mo ago
How to solve any maze
ML Fundamentals โšก AI Lesson
How to solve any maze
Veritasium Intermediate 7mo ago
Supervised Machine Learning Explained in 30 secs๐Ÿค”
ML Fundamentals
Supervised Machine Learning Explained in 30 secs๐Ÿค”
AI Coach John (Tamil) Beginner 8mo ago
Generate Anime Faces with Variational Autoencoder | ML Project | Tamil Deep Learning Tutorial
ML Fundamentals
Generate Anime Faces with Variational Autoencoder | ML Project | Tamil Deep Learning Tutorial
Adi Explains Beginner 8mo ago
๐Ÿคฏ Is Your AI Cheating?! What is Dropout & Why You Need It! ๐Ÿš€
ML Fundamentals
๐Ÿคฏ Is Your AI Cheating?! What is Dropout & Why You Need It! ๐Ÿš€
Analytics Vidhya Beginner 8mo ago
AI Explained How AI Thinks and Makes Decisions
ML Fundamentals โšก AI Lesson
AI Explained How AI Thinks and Makes Decisions
WealthEducation Beginner 8mo ago
Data Science for Self-Driving Cars AI Explained
ML Fundamentals
Data Science for Self-Driving Cars AI Explained
WealthEducation Beginner 8mo ago
Object Detection from Scratch in Tamil | No-Code Deep Learning Tutorial  @AI_with_Thiru
ML Fundamentals
Object Detection from Scratch in Tamil | No-Code Deep Learning Tutorial @AI_with_Thiru
Arivi by HCL GUVI Beginner 8mo ago
Dream unlocked: I'm publishing my first book! ๐ŸŽ‰๐ŸŽ‰๐ŸŽ‰
ML Fundamentals โšก AI Lesson
Dream unlocked: I'm publishing my first book! ๐ŸŽ‰๐ŸŽ‰๐ŸŽ‰
DataSchool Beginner 8mo ago
Stanford CS329H: Machine Learning from Human Preferences | Autumn 2024 | Voting
ML Fundamentals โšก AI Lesson
Stanford CS329H: Machine Learning from Human Preferences | Autumn 2024 | Voting
Stanford Online Beginner 8mo ago
Stanford CS329H: Machine Learning from Human Preferences | Autumn 2024 | Ethics
ML Fundamentals
Stanford CS329H: Machine Learning from Human Preferences | Autumn 2024 | Ethics
Stanford Online Beginner 8mo ago
Stop Fighting Return-to-Office If You Work in THESE Fields
ML Fundamentals
Stop Fighting Return-to-Office If You Work in THESE Fields
Coursera Intermediate 7mo ago
๐Ÿ”ฅSalary of a Machine Learning Engineer | How Much Can You Earn in ML? #shorts #simplilearn
ML Fundamentals
๐Ÿ”ฅSalary of a Machine Learning Engineer | How Much Can You Earn in ML? #shorts #simplilearn
Simplilearn Beginner 7mo ago
TensorFlow Full Course 2026 | TensorFlow Tutorial for Beginners | TensorFlow Course| Simplilearn
ML Fundamentals
TensorFlow Full Course 2026 | TensorFlow Tutorial for Beginners | TensorFlow Course| Simplilearn
Simplilearn Beginner 7mo ago
The AI REVOLUTION has TAKEN US by STORM
ML Fundamentals โšก AI Lesson
The AI REVOLUTION has TAKEN US by STORM
DataCamp Advanced 8mo ago
The SURPRISING POWER of PRIVATE DATA Revealed
ML Fundamentals โšก AI Lesson
The SURPRISING POWER of PRIVATE DATA Revealed
DataCamp Advanced 8mo ago
3 Office Skills Nobody Teaches You ๐Ÿ’ผ
ML Fundamentals
3 Office Skills Nobody Teaches You ๐Ÿ’ผ
Coursera Beginner 8mo ago
Is Tech Your Dream Career? Watch This! ๐Ÿ’ป
ML Fundamentals
Is Tech Your Dream Career? Watch This! ๐Ÿ’ป
Coursera Beginner 8mo ago
Generative AI vs LLMs vs Agents Explained in Tamil | Adi Explains
ML Fundamentals
Generative AI vs LLMs vs Agents Explained in Tamil | Adi Explains
Adi Explains Beginner 8mo ago
๐Ÿ”ฅData Analyst vs Data Scientist #shorts #simplilearn
ML Fundamentals
๐Ÿ”ฅData Analyst vs Data Scientist #shorts #simplilearn
Simplilearn Beginner 8mo ago
AI, ML, DL & Data Science Key Differences Explained!
ML Fundamentals
AI, ML, DL & Data Science Key Differences Explained!
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AI vs  ML vs  DL vs  Data Science  Explained!
ML Fundamentals
AI vs ML vs DL vs Data Science Explained!
WealthEducation Beginner 8mo ago
Stanford CS329H: Machine Learning from Human Preferences | Autumn 2024 |  Human-centered Design
ML Fundamentals
Stanford CS329H: Machine Learning from Human Preferences | Autumn 2024 | Human-centered Design
Stanford Online Beginner 8mo ago
Stanford CS329H: Machine Learning from Human Preferences | Autumn 2024 | Mechanism Design
ML Fundamentals
Stanford CS329H: Machine Learning from Human Preferences | Autumn 2024 | Mechanism Design
Stanford Online Beginner 8mo ago
Stanford CS329H: ML from Human Preferences | Autumn 2024 | Model-based Preference Optimization
ML Fundamentals
Stanford CS329H: ML from Human Preferences | Autumn 2024 | Model-based Preference Optimization
Stanford Online Beginner 8mo ago
Stanford CS329H: Machine Learning from Human Preferences | Autumn 2024 | Preference Models
ML Fundamentals
Stanford CS329H: Machine Learning from Human Preferences | Autumn 2024 | Preference Models
Stanford Online Beginner 8mo ago
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