Foundations

ML Fundamentals

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

11,137
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
Learn NumPy in 40 Minutes - Python NumPy Tutorial
ML Fundamentals โšก AI Lesson
Learn NumPy in 40 Minutes - Python NumPy Tutorial
Tech With Tim Beginner 3mo ago
Understanding JAX: JIT, XLA, and Pure Functions Explained
ML Fundamentals
Understanding JAX: JIT, XLA, and Pure Functions Explained
Google for Developers Beginner 3mo ago
๐Ÿ”ฅHow Yogesh Became an AI Engineer | Real Success Story | #Short | #Simplilearn
ML Fundamentals
๐Ÿ”ฅHow Yogesh Became an AI Engineer | Real Success Story | #Short | #Simplilearn
Simplilearn Intermediate 3mo ago
THE HI-5 HYPER-INTELLIGENCE FRAMEWORK
ML Fundamentals โšก AI Lesson
THE HI-5 HYPER-INTELLIGENCE FRAMEWORK
Tuhin Banik Beginner 3mo ago
Top Python Jobs in 2026 | Highest Paying Python Roles and Career Growth #shorts #simplilearn
ML Fundamentals
Top Python Jobs in 2026 | Highest Paying Python Roles and Career Growth #shorts #simplilearn
Simplilearn Beginner 3mo ago
The relationship between convolution & self-attention
ML Fundamentals โšก AI Lesson
The relationship between convolution & self-attention
Julia Turc Intermediate 3mo ago
Machine Learning For $500 โ‰๏ธ
ML Fundamentals โšก AI Lesson
Machine Learning For $500 โ‰๏ธ
Sajjaad Khader Beginner 3mo ago
Deep Learning Explained in 60 Seconds ๐Ÿคฏ
ML Fundamentals
Deep Learning Explained in 60 Seconds ๐Ÿคฏ
Arivi by HCL GUVI Beginner 3mo ago
Why Do Companies Prefer Azure?
ML Fundamentals
Why Do Companies Prefer Azure?
Weights & Biases Beginner 3mo ago
FastAPI Crash Course - Modern Python API Development
ML Fundamentals โšก AI Lesson
FastAPI Crash Course - Modern Python API Development
Traversy Media Beginner 3mo ago
ML Engineer Roadmap 2026 ๐Ÿš€ | How to Become an ML Engineer
ML Fundamentals
ML Engineer Roadmap 2026 ๐Ÿš€ | How to Become an ML Engineer
edureka! Beginner 3mo ago
Powering change: young voices and climate tech from across Europe
ML Fundamentals โšก AI Lesson
Powering change: young voices and climate tech from across Europe
Saรฏd Business School, University of Oxford Intermediate 3mo ago
Computer Science Roadmap Python To Machine Learning #shorts #ml #computerscience #coding
ML Fundamentals
Computer Science Roadmap Python To Machine Learning #shorts #ml #computerscience #coding
WebKnower Beginner 3mo ago
Special discussion session: the present and future of generative AI
ML Fundamentals
Special discussion session: the present and future of generative AI
Weights & Biases Advanced 3mo ago
Ibotta Elevates Cashback Rewards with Databricks and AI-Powered Insights
ML Fundamentals โšก AI Lesson
Ibotta Elevates Cashback Rewards with Databricks and AI-Powered Insights
Databricks Intermediate 3mo ago
DETR - Explained!
ML Fundamentals โšก AI Lesson
DETR - Explained!
CodeEmporium Advanced 3mo ago
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
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
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
Is there still a role for a feature store
MLOps.community Intermediate 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
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
Top 5 Skills  to Learn in 2026 | High Paying SkillsTo Learn In 2026 | Simplilearn
ML Fundamentals
Top 5 Skills to Learn in 2026 | High Paying SkillsTo Learn In 2026 | Simplilearn
Simplilearn Beginner 3mo 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
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
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
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
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
๐Ÿ“š Coursera Courses Opens on Coursera ยท Free to audit
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AI-900 - Azure AI Fundamentals and Two Practice Tests
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Self-paced
AI-900 - Azure AI Fundamentals and Two Practice Tests
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Validate Multimodal Data: Ensure Quality
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Validate Multimodal Data: Ensure Quality
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Introduction to Data Science and scikit-learn in Python
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Introduction to Data Science and scikit-learn in Python
Opens on Coursera โ†—
Machine Learning Essentials for Business and Technical Decision Makers
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Self-paced
Machine Learning Essentials for Business and Technical Decision Makers
Opens on Coursera โ†—
Discrete Math for Computer Science - Counting & Probability
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Discrete Math for Computer Science - Counting & Probability
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CNNs with TensorFlow: Basics of Machine Learning
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CNNs with TensorFlow: Basics of Machine Learning
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