Foundations

ML Fundamentals

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

11,302
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
State of AI - Part 3
ML Fundamentals
State of AI - Part 3
West Coast Machine Learning Advanced 3mo ago
Learn Python FAST for Beginners ๐Ÿš€#coding #conditionals #loops #functions
ML Fundamentals
Learn Python FAST for Beginners ๐Ÿš€#coding #conditionals #loops #functions
ChethanAIChronicles Beginner 3mo ago
Machine Learning Roadmap No One Tells You #shorts #roadmap #machinelearning #ai #ytshorts
ML Fundamentals
Machine Learning Roadmap No One Tells You #shorts #roadmap #machinelearning #ai #ytshorts
WebKnower Beginner 3mo ago
Want to Master AI? Learn THESE Skills First
ML Fundamentals
Want to Master AI? Learn THESE Skills First
Viralify Beginner 3mo ago
Machine Learning Certificate Course for Beginners | Free ML Course
ML Fundamentals
Machine Learning Certificate Course for Beginners | Free ML Course
Analytics Vidhya Beginner 3mo ago
Machine Learning Certificate Course for Beginners | Free ML Course
ML Fundamentals
Machine Learning Certificate Course for Beginners | Free ML Course
Analytics Vidhya Beginner 3mo ago
As a software engineer you are lagging behind if you are not doing this! Up
ML Fundamentals
As a software engineer you are lagging behind if you are not doing this! Up
codebasics Intermediate 3mo ago
Generative AI Trends in 2026 | Top 10 Generative AI Trends Shaping 2026 | Edureka
ML Fundamentals โšก AI Lesson
Generative AI Trends in 2026 | Top 10 Generative AI Trends Shaping 2026 | Edureka
edureka! Beginner 3mo ago
Build your first app with AI. No coding background required
ML Fundamentals โšก AI Lesson
Build your first app with AI. No coding background required
DeepLearningAI Beginner 3mo ago
3: Deep Learning for Computer Vision โ€“ Building Convolutional Neural Networks from Scratch
ML Fundamentals
3: Deep Learning for Computer Vision โ€“ Building Convolutional Neural Networks from Scratch
MIT OpenCourseWare Advanced 3mo ago
5: Deep Learning for Natural Language โ€“ The Basics
ML Fundamentals
5: Deep Learning for Natural Language โ€“ The Basics
MIT OpenCourseWare Beginner 3mo ago
Train a Reasoning Model for $1.23 (Reinforcement Learning)
ML Fundamentals
Train a Reasoning Model for $1.23 (Reinforcement Learning)
Shane | LLM Implementation Intermediate 3mo ago
Iceberg is harder than you think
ML Fundamentals
Iceberg is harder than you think
MLOps.community Intermediate 3mo ago
Is there still a role for a feature store
ML Fundamentals โšก AI Lesson
Is there still a role for a feature store
MLOps.community Intermediate 3mo ago
AI ML Roadmap For Beginners #shorts #ai #ml #learning #study #computerscience
ML Fundamentals
AI ML Roadmap For Beginners #shorts #ai #ml #learning #study #computerscience
WebKnower Beginner 3mo ago
How To Explain A Concept Without Dumbing It Down | Joshua Starmer  x Data Science Dojo
ML Fundamentals
How To Explain A Concept Without Dumbing It Down | Joshua Starmer x Data Science Dojo
Data Science Dojo Advanced 3mo ago
Data Scientist Roadmap 2026 | How to Become Data Scientist in 2026 | #shorts  #simplilearn
ML Fundamentals
Data Scientist Roadmap 2026 | How to Become Data Scientist in 2026 | #shorts #simplilearn
Simplilearn Intermediate 3mo ago
FREE AI Courses With Certificate | AI Courses to For Beginners in 2026 | Learn AI 2026 | Simplilearn
ML Fundamentals
FREE AI Courses With Certificate | AI Courses to For Beginners in 2026 | Learn AI 2026 | Simplilearn
Simplilearn Beginner 3mo ago
Thinking of Full Stack Development? Watch This First!
ML Fundamentals
Thinking of Full Stack Development? Watch This First!
Arivi by HCL GUVI Beginner 3mo ago
Free Data Engineering Tools to Learn for 2026
ML Fundamentals
Free Data Engineering Tools to Learn for 2026
Coursera Beginner 3mo ago
How Self-Driving Cars Learn ๐Ÿš—๐Ÿค– | AI Driving Explained Simply
ML Fundamentals
How Self-Driving Cars Learn ๐Ÿš—๐Ÿค– | AI Driving Explained Simply
How Things Work Explained Beginner 3mo ago
5 MUST KNOW Python Inbuilt Functions(Beginner Friendly)
ML Fundamentals โšก AI Lesson
5 MUST KNOW Python Inbuilt Functions(Beginner Friendly)
ChethanAIChronicles Beginner 3mo ago
West Coast ML State of AI - Part 2
ML Fundamentals
West Coast ML State of AI - Part 2
West Coast Machine Learning Advanced 3mo ago
Linear Regression From Scratch in Python (Mathematical, Closed-Form)
ML Fundamentals โšก AI Lesson
Linear Regression From Scratch in Python (Mathematical, Closed-Form)
NeuralNine Beginner 3mo ago
Do Computer Scientists Prefer Tea or Coffee? (Microphone Sound Check Question 2025)  - Computerphile
ML Fundamentals โšก AI Lesson
Do Computer Scientists Prefer Tea or Coffee? (Microphone Sound Check Question 2025) - Computerphile
Computerphile Beginner 3mo ago
How Artificial Intelligence Learns ๐Ÿค– | AI Explained Simply
ML Fundamentals
How Artificial Intelligence Learns ๐Ÿค– | AI Explained Simply
How Things Work Explained Beginner 3mo ago
Infinity, Paradoxes, Gรถdel Incompleteness & the Mathematical Multiverse | Lex Fridman Podcast #488
ML Fundamentals โšก AI Lesson
Infinity, Paradoxes, Gรถdel Incompleteness & the Mathematical Multiverse | Lex Fridman Podcast #488
Lex Fridman Advanced 3mo ago
AI VS Machine Learning VS Deep Learning breakdown ๐Ÿ˜ค๏ฟผ
ML Fundamentals
AI VS Machine Learning VS Deep Learning breakdown ๐Ÿ˜ค๏ฟผ
Sajjaad Khader Beginner 3mo ago
How Bookkeepers Know If a Business is Healthy
ML Fundamentals
How Bookkeepers Know If a Business is Healthy
Coursera Beginner 3mo ago
Labeled vs Unlabeled vs Semi-Labeled Data (Explained for Beginners)
ML Fundamentals
Labeled vs Unlabeled vs Semi-Labeled Data (Explained for Beginners)
Kritovia Beginner 3mo ago
Entretien avec Didier Mamma, Decathlon
ML Fundamentals โšก AI Lesson
Entretien avec Didier Mamma, Decathlon
Databricks Beginner 3mo ago
The Return of Festive Flashing Lights - Computerphile
ML Fundamentals โšก AI Lesson
The Return of Festive Flashing Lights - Computerphile
Computerphile Beginner 3mo ago
Machine Learning Explained (Statistical ML vs Deep Learning) | Letโ€™s Go Deeperโ€ฆ and Deeper
ML Fundamentals
Machine Learning Explained (Statistical ML vs Deep Learning) | Letโ€™s Go Deeperโ€ฆ and Deeper
Kritovia Beginner 3mo ago
Data + AI World Tour Paris 2025 | Highlights
ML Fundamentals โšก AI Lesson
Data + AI World Tour Paris 2025 | Highlights
Databricks Intermediate 3mo ago
Scope of AI Engineers 2026 in 90 Mins
ML Fundamentals
Scope of AI Engineers 2026 in 90 Mins
AI Coach John (Tamil) Beginner 3mo ago
What is Machine Learning? ๐Ÿค–
ML Fundamentals
What is Machine Learning? ๐Ÿค–
Arivi by HCL GUVI Beginner 3mo ago
Will (AI ENGINEERS) really make More MONEY in 2026๐Ÿคฏ? The SECRET GUIDE that only Top 1% knows
ML Fundamentals
Will (AI ENGINEERS) really make More MONEY in 2026๐Ÿคฏ? The SECRET GUIDE that only Top 1% knows
AI Coach John (Tamil) Beginner 3mo ago
Transfer Learning in Deep Learning Tamil | Brain Tumor Segmentation using VGG16 | Adi Explains
ML Fundamentals
Transfer Learning in Deep Learning Tamil | Brain Tumor Segmentation using VGG16 | Adi Explains
Adi Explains Beginner 3mo ago
Generative AI vs Traditional AI | Key Differences Explained Clearly
ML Fundamentals โšก AI Lesson
Generative AI vs Traditional AI | Key Differences Explained Clearly
AIML Learning Channel Beginner 4mo ago
2: Training Deep NNs (cont.); Introduction to Keras/Tensorflow; Application to Tabular Data
ML Fundamentals
2: Training Deep NNs (cont.); Introduction to Keras/Tensorflow; Application to Tabular Data
MIT OpenCourseWare Beginner 3mo ago
4: Deep Learning for Computer Vision โ€“ Transfer Learning and Fine-Tuning; Intro to HuggingFace
ML Fundamentals
4: Deep Learning for Computer Vision โ€“ Transfer Learning and Fine-Tuning; Intro to HuggingFace
MIT OpenCourseWare Beginner 3mo ago
1: Introduction to Neural Networks and Deep Learning; Training Deep NNs
ML Fundamentals
1: Introduction to Neural Networks and Deep Learning; Training Deep NNs
MIT OpenCourseWare Beginner 3mo ago
Why Most Data Science Projects Fail (And How to Fix the Structure)
ML Fundamentals
Why Most Data Science Projects Fail (And How to Fix the Structure)
Analytics Vidhya Intermediate 3mo ago
Mechanical Engineer to Machine Learning | Simplilearn Success Story #shorts #simplilearn
ML Fundamentals
Mechanical Engineer to Machine Learning | Simplilearn Success Story #shorts #simplilearn
Simplilearn Beginner 3mo ago
Top AI Projects That Can Get You Hired in 2026 | Projects for AI Job Seekers #shorts #simplilearn
ML Fundamentals
Top AI Projects That Can Get You Hired in 2026 | Projects for AI Job Seekers #shorts #simplilearn
Simplilearn Intermediate 3mo ago
AI Machine Learning And DSA Roadmap #shorts #ai #ml #dsa #computerscience #coding
ML Fundamentals
AI Machine Learning And DSA Roadmap #shorts #ai #ml #dsa #computerscience #coding
WebKnower Beginner 3mo ago
Learn Python For AI And Machine Learning #shorts #python #ai  #machinelearning #learning
ML Fundamentals
Learn Python For AI And Machine Learning #shorts #python #ai #machinelearning #learning
WebKnower Beginner 3mo ago
How Python Code Really Works Internally ๐Ÿ”ฅ (Beginner Friendly)
ML Fundamentals
How Python Code Really Works Internally ๐Ÿ”ฅ (Beginner Friendly)
ChethanAIChronicles Beginner 3mo ago
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