Foundations

ML Fundamentals

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

13128
lessons
Skills in this topic
View full skill map โ†’
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”ฅSoftware Engineer vs Data Scientist: What's the Difference? #shorts #simplilearn
ML Fundamentals
๐Ÿ”ฅSoftware Engineer vs Data Scientist: What's the Difference? #shorts #simplilearn
Simplilearn Beginner 8mo ago
Career Hack: Set These Boundaries NOW ๐Ÿ”ฅ
ML Fundamentals
Career Hack: Set These Boundaries NOW ๐Ÿ”ฅ
Coursera Beginner 8mo ago
Metaflow Office Hours - The Robotics & AI Institute
ML Fundamentals
Metaflow Office Hours - The Robotics & AI Institute
Outerbounds Intermediate 8mo ago
Writing a Text Editor - Computerphile
ML Fundamentals
Writing a Text Editor - Computerphile
Computerphile Beginner 8mo ago
How to Get Started with AWS IoT SiteWise - Native Anomaly Detection | Amazon Web Services
ML Fundamentals
How to Get Started with AWS IoT SiteWise - Native Anomaly Detection | Amazon Web Services
Amazon Web Services Beginner 8mo ago
Less Is More! Welcome to the Future of Jobs
ML Fundamentals
Less Is More! Welcome to the Future of Jobs
Jean Lee Beginner 8mo ago
How AI Evolved from Start to Now ?๐Ÿค”โ€“ Full Explaination in Tamil | AI Coach John
ML Fundamentals
How AI Evolved from Start to Now ?๐Ÿค”โ€“ Full Explaination in Tamil | AI Coach John
AI Coach John (Tamil) Beginner 8mo ago
Single-Person Billion-Dollar Company #shorts #codebasics #data #ai
ML Fundamentals
Single-Person Billion-Dollar Company #shorts #codebasics #data #ai
codebasics Beginner 8mo ago
LATAM 2025 - Capital with Purpose: Financing the Next Chapter of Latin America
ML Fundamentals
LATAM 2025 - Capital with Purpose: Financing the Next Chapter of Latin America
Saรฏd Business School, University of Oxford Intermediate 8mo ago
LATAM 2025 - Navigating Uncertainty: Latin America's Role in a Shifting Global Order
ML Fundamentals
LATAM 2025 - Navigating Uncertainty: Latin America's Role in a Shifting Global Order
Saรฏd Business School, University of Oxford Intermediate 8mo ago
Brain Tumor Classifier in Python - Machine Learning Project
ML Fundamentals
Brain Tumor Classifier in Python - Machine Learning Project
NeuralNine Beginner 8mo ago
Why convolution networks work so well (on images)
ML Fundamentals
Why convolution networks work so well (on images)
CodeEmporium Advanced 8mo ago
#312 Can we Create an AI Doctor? | Aldo Faisal, Professor in AI & Neuroscience at Imperial College
ML Fundamentals
#312 Can we Create an AI Doctor? | Aldo Faisal, Professor in AI & Neuroscience at Imperial College
DataCamp Beginner 8mo ago
Why you should care about AI interpretability - Mark Bissell, Goodfire AI
ML Fundamentals
Why you should care about AI interpretability - Mark Bissell, Goodfire AI
AI Engineer Intermediate 8mo ago
Treasure Trove (Zeeman Medal Lecture by Brady Haran) - Numberphile
ML Fundamentals
Treasure Trove (Zeeman Medal Lecture by Brady Haran) - Numberphile
Numberphile Beginner 8mo ago
Information Retrieval from the Ground Up - Philipp Krenn, Elastic
ML Fundamentals
Information Retrieval from the Ground Up - Philipp Krenn, Elastic
AI Engineer Intermediate 8mo ago
Maths You Need for Data Analysis ๐Ÿ”ข | Complete Guide for Beginners
ML Fundamentals
Maths You Need for Data Analysis ๐Ÿ”ข | Complete Guide for Beginners
GeeksforGeeks Beginner 8mo ago
#1 Career Skill Women Are Missing ๐Ÿ“ˆ
ML Fundamentals
#1 Career Skill Women Are Missing ๐Ÿ“ˆ
Coursera Beginner 8mo ago
Part 6 | Deploy ML Model on Kubernetes | Auto-Scaling with HPA and Monitoring with Prometheus
ML Fundamentals
Part 6 | Deploy ML Model on Kubernetes | Auto-Scaling with HPA and Monitoring with Prometheus
Abonia Sojasingarayar Beginner 8mo ago
Is maths required for coding ? Coding Tips For Beginners #Shorts #Coding #CodingForBeginners #GfG
ML Fundamentals
Is maths required for coding ? Coding Tips For Beginners #Shorts #Coding #CodingForBeginners #GfG
GeeksforGeeks Beginner 8mo ago
Reinforcement learning with Unitree G1 humanoid - Dev w/ G1 P.5
ML Fundamentals
Reinforcement learning with Unitree G1 humanoid - Dev w/ G1 P.5
Sentdex Advanced 8mo ago
How Natera scales genomics with Amazon SageMaker Catalog | Amazon Web Services
ML Fundamentals
How Natera scales genomics with Amazon SageMaker Catalog | Amazon Web Services
Amazon Web Services Advanced 8mo ago
๐Ÿ”ฅData Scientist Roadmap 2026 #shorts #simplilearn
ML Fundamentals
๐Ÿ”ฅData Scientist Roadmap 2026 #shorts #simplilearn
Simplilearn Beginner 8mo ago
Top 3 GitHub Repositories for Data Science Beginners in 2025
ML Fundamentals
Top 3 GitHub Repositories for Data Science Beginners in 2025
Analytics Vidhya Beginner 8mo ago
Australian Informatics Olympiad. Getting Started (Addition, Sitting or Standing, Mixed Fractions)
ML Fundamentals
Australian Informatics Olympiad. Getting Started (Addition, Sitting or Standing, Mixed Fractions)
Creator Academy Australia Beginner 8mo ago
Why do all animals jump to about the same height?
ML Fundamentals
Why do all animals jump to about the same height?
Veritasium Intermediate 8mo ago
Logistic Regression Explained in 60 Seconds | Machine Learning Made Simple
ML Fundamentals
Logistic Regression Explained in 60 Seconds | Machine Learning Made Simple
Analytics Vidhya Beginner 8mo ago
langsmith or arize? or both?
ML Fundamentals
langsmith or arize? or both?
MLOps.community Intermediate 8mo ago
Sovereign AI Isnโ€™t Asking Permission
ML Fundamentals
Sovereign AI Isnโ€™t Asking Permission
MLOps.community Intermediate 8mo ago
The Highest Paying Jobs In The Age of AI According To AI
ML Fundamentals
The Highest Paying Jobs In The Age of AI According To AI
Jean Lee Beginner 8mo ago
The intersection of AI, art, and design with Douglas Edric Stanley and Anthony Masure
ML Fundamentals
The intersection of AI, art, and design with Douglas Edric Stanley and Anthony Masure
Google for Developers Beginner 8mo ago
Franรงois Chollet - Creating Keras 3
ML Fundamentals
Franรงois Chollet - Creating Keras 3
Google for Developers Beginner 8mo ago
LATAM 2025 - Security and Economic Development
ML Fundamentals
LATAM 2025 - Security and Economic Development
Saรฏd Business School, University of Oxford Intermediate 8mo ago
LATAM 2025 - Bridging Regions: Latin America's Strategic Ties to the UK and Beyond
ML Fundamentals
LATAM 2025 - Bridging Regions: Latin America's Strategic Ties to the UK and Beyond
Saรฏd Business School, University of Oxford Intermediate 8mo ago
LATAM 2025 - Social Enterprise at Scale & Closing Remarks
ML Fundamentals
LATAM 2025 - Social Enterprise at Scale & Closing Remarks
Saรฏd Business School, University of Oxford Intermediate 8mo ago
LATAM 2025 - Young Entrepeneurs and the LATAM Innocation Landscape
ML Fundamentals
LATAM 2025 - Young Entrepeneurs and the LATAM Innocation Landscape
Saรฏd Business School, University of Oxford Intermediate 8mo ago
LATAM 2025 - Scaling Across Borders: How Fintechs and Multinaitonas are redefining Growth
ML Fundamentals
LATAM 2025 - Scaling Across Borders: How Fintechs and Multinaitonas are redefining Growth
Saรฏd Business School, University of Oxford Intermediate 8mo ago
LATAM 2025 - From Latin America to the World: Building Unicorns in Emerging Markets
ML Fundamentals
LATAM 2025 - From Latin America to the World: Building Unicorns in Emerging Markets
Saรฏd Business School, University of Oxford Intermediate 8mo ago
Oxford MBA #cyber resilience elective with Professor Michael Smets #oxforduniversity
ML Fundamentals
Oxford MBA #cyber resilience elective with Professor Michael Smets #oxforduniversity
Saรฏd Business School, University of Oxford Intermediate 8mo ago
๐Ÿ”ฅML Engineer vs Data Scientist: What's the Difference in 2026? #shorts #simplilearn
ML Fundamentals
๐Ÿ”ฅML Engineer vs Data Scientist: What's the Difference in 2026? #shorts #simplilearn
Simplilearn Beginner 8mo ago
AI That Pays: Lessons from Revenue Cycle โ€” Nathan Wan, Ensemble Health
ML Fundamentals
AI That Pays: Lessons from Revenue Cycle โ€” Nathan Wan, Ensemble Health
AI Engineer Intermediate 8mo ago
Structuring a modern AI team โ€” Denys Linkov, Wisedocs
ML Fundamentals
Structuring a modern AI team โ€” Denys Linkov, Wisedocs
AI Engineer Advanced 8mo ago
Hands-on ML Learning Actually Works! ๐Ÿ™Œ
ML Fundamentals
Hands-on ML Learning Actually Works! ๐Ÿ™Œ
Coursera Beginner 8mo ago
Oxford MSc in Global Healthcare Leadership - views from the classroom
ML Fundamentals
Oxford MSc in Global Healthcare Leadership - views from the classroom
Saรฏd Business School, University of Oxford Beginner 8mo ago
Feature Scaling vs Normalization in Machine Learning - Explained Simply!
ML Fundamentals
Feature Scaling vs Normalization in Machine Learning - Explained Simply!
Analytics Vidhya Beginner 8mo ago
Akiko Funaki | Advanced Management Leadership Programme
ML Fundamentals
Akiko Funaki | Advanced Management Leadership Programme
Saรฏd Business School, University of Oxford Advanced 8mo ago
๐Ÿ”ฅConfused Which AI Specialization to Choose? Watch This #shorts #simplilearn
ML Fundamentals
๐Ÿ”ฅConfused Which AI Specialization to Choose? Watch This #shorts #simplilearn
Simplilearn Beginner 8mo ago
Deep Learning Full Course 2026 | Deep Learning Tutorial for Beginners | Deep Learning | Simplilearn
ML Fundamentals
Deep Learning Full Course 2026 | Deep Learning Tutorial for Beginners | Deep Learning | Simplilearn
Simplilearn Beginner 8mo ago
๐Ÿ“š Coursera Courses Opens on Coursera ยท Free to audit
1 / 3 View all โ†’
Sentiment Analysis with Deep Learning using BERT
๐Ÿ“š Coursera Course โ†—
Self-paced
Sentiment Analysis with Deep Learning using BERT
Opens on Coursera โ†—
Essential Causal Inference Techniques for Data Science
๐Ÿ“š Coursera Course โ†—
Self-paced
Essential Causal Inference Techniques for Data Science
Opens on Coursera โ†—
Build and Operate Machine Learning Solutions with Azure
๐Ÿ“š Coursera Course โ†—
Self-paced
Build and Operate Machine Learning Solutions with Azure
Opens on Coursera โ†—
Build your first Machine Learning Pipeline using Dataiku
๐Ÿ“š Coursera Course โ†—
Self-paced
Build your first Machine Learning Pipeline using Dataiku
Opens on Coursera โ†—
Machine Learning with PySpark
๐Ÿ“š Coursera Course โ†—
Self-paced
Machine Learning with PySpark
Opens on Coursera โ†—
Foundations for Machine Learning
๐Ÿ“š Coursera Course โ†—
Self-paced
Foundations for Machine Learning
Opens on Coursera โ†—