Foundations

ML Fundamentals

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

11,981
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
Optional Chaining in JavaScript
ML Fundamentals โšก AI Lesson
Optional Chaining in JavaScript
Traversy Media Intermediate 8mo ago
GitDocify: Turn Any GitHub Repo into Docs Instantly ๐Ÿš€
ML Fundamentals
GitDocify: Turn Any GitHub Repo into Docs Instantly ๐Ÿš€
Analytics Vidhya Intermediate 8mo ago
Lecture 19: Fundamental Theorem of Calculus
ML Fundamentals
Lecture 19: Fundamental Theorem of Calculus
MIT OpenCourseWare Intermediate 8mo ago
Postra's Linear Algebra Accelerator
ML Fundamentals
Postra's Linear Algebra Accelerator
Latent Space Intermediate 8mo ago
Linear Algebra Timeless in AI
ML Fundamentals โšก AI Lesson
Linear Algebra Timeless in AI
Latent Space Intermediate 8mo ago
Developer Productivity
ML Fundamentals โšก AI Lesson
Developer Productivity
MLOps.community Intermediate 8mo ago
Edge Intelligence: AWS IoT Greengrass and Machine Learning at the Edge | Amazon Web Services
ML Fundamentals โšก AI Lesson
Edge Intelligence: AWS IoT Greengrass and Machine Learning at the Edge | Amazon Web Services
Amazon Web Services Intermediate 8mo ago
Questions on Stack Overflow These Days
ML Fundamentals
Questions on Stack Overflow These Days
MLOps.community Intermediate 8mo ago
Image Compression Project in Tamil | Autoencoder |  Deep Learning Tutorial in Tamil | Adi Explains
ML Fundamentals
Image Compression Project in Tamil | Autoencoder | Deep Learning Tutorial in Tamil | Adi Explains
Adi Explains Intermediate 8mo ago
5 Levels to Master Data Science | How to Master Data Science in 5 Simple Levels
ML Fundamentals
5 Levels to Master Data Science | How to Master Data Science in 5 Simple Levels
GeeksforGeeks Intermediate 8mo ago
Why Adaptability Is Your Career Superpower โšก
ML Fundamentals
Why Adaptability Is Your Career Superpower โšก
Coursera Intermediate 9mo ago
Will AI replace software engineering jobs ? #shorts #data #ai #softwareengineer
ML Fundamentals
Will AI replace software engineering jobs ? #shorts #data #ai #softwareengineer
codebasics Intermediate 9mo ago
Building AI Speeder Bikes for Star Wars
ML Fundamentals
Building AI Speeder Bikes for Star Wars
AI and Games Intermediate 9mo ago
๐Ÿคฏ Your Resume is Being Filtered by AI! (Data Science Job Hack!) ๐Ÿš€
ML Fundamentals
๐Ÿคฏ Your Resume is Being Filtered by AI! (Data Science Job Hack!) ๐Ÿš€
Analytics Vidhya Intermediate 9mo ago
Enhancing Neural Networks with Logic Based Rules
ML Fundamentals
Enhancing Neural Networks with Logic Based Rules
Data Science Dojo Intermediate 9mo 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 9mo ago
Why you should care about AI interpretability - Mark Bissell, Goodfire AI
ML Fundamentals โšก AI Lesson
Why you should care about AI interpretability - Mark Bissell, Goodfire AI
AI Engineer Intermediate 9mo ago
Information Retrieval from the Ground Up - Philipp Krenn, Elastic
ML Fundamentals
Information Retrieval from the Ground Up - Philipp Krenn, Elastic
AI Engineer Intermediate 9mo ago
Build a CNN to Detect COVID, Pneumonia from X-rays | Tamil Deep Learning Project | Adi Explains
ML Fundamentals
Build a CNN to Detect COVID, Pneumonia from X-rays | Tamil Deep Learning Project | Adi Explains
Adi Explains Intermediate 9mo ago
We Build Neural Networks Without Understanding What They Do
ML Fundamentals โšก AI Lesson
We Build Neural Networks Without Understanding What They Do
DataCamp Intermediate 9mo ago
AI Engineer Roadmap โ€“ How to Learn AI in 2025 | AI Engineer
ML Fundamentals
AI Engineer Roadmap โ€“ How to Learn AI in 2025 | AI Engineer
GeeksforGeeks Intermediate 9mo ago
Why I Waited to Learn Machine Learning (& Why I Shouldn't Have)
ML Fundamentals
Why I Waited to Learn Machine Learning (& Why I Shouldn't Have)
Coursera Intermediate 9mo ago
Intel's PyTorch Journey: Promoting AI Performance and Optimizing Open-Source Software - Mingfei Ma
ML Fundamentals
Intel's PyTorch Journey: Promoting AI Performance and Optimizing Open-Source Software - Mingfei Ma
PyTorch Intermediate 10mo ago
Authentication with an MCP server. A quick demo.
ML Fundamentals โšก AI Lesson
Authentication with an MCP server. A quick demo.
Simon Willison (underfitted) Intermediate 10mo ago
Summit Live: Data Intelligence for Marketing
ML Fundamentals โšก AI Lesson
Summit Live: Data Intelligence for Marketing
Databricks Intermediate 10mo ago
Simplifying Training and GenAI Finetuning Using Serverless GPU Compute
ML Fundamentals โšก AI Lesson
Simplifying Training and GenAI Finetuning Using Serverless GPU Compute
Databricks Intermediate 10mo ago
MSc Global Healthcare Leadership: Boost your application with a rapid masterclass
ML Fundamentals
MSc Global Healthcare Leadership: Boost your application with a rapid masterclass
Saรฏd Business School, University of Oxford Intermediate 10mo ago
๐Ÿ”ฅPython vs R #shorts #simplilearn
ML Fundamentals
๐Ÿ”ฅPython vs R #shorts #simplilearn
Simplilearn Intermediate 10mo ago
How RNNs Help AI Understand Language!
ML Fundamentals
How RNNs Help AI Understand Language!
Analytics Vidhya Intermediate 9mo ago
AI Productivity Gains
ML Fundamentals
AI Productivity Gains
MLOps.community Intermediate 9mo 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 9mo ago
langsmith or arize? or both?
ML Fundamentals โšก AI Lesson
langsmith or arize? or both?
MLOps.community Intermediate 9mo ago
Sovereign AI Isnโ€™t Asking Permission
ML Fundamentals
Sovereign AI Isnโ€™t Asking Permission
MLOps.community Intermediate 9mo ago
Does your product require AI/ML
ML Fundamentals โšก AI Lesson
Does your product require AI/ML
MLOps.community Intermediate 10mo ago
Top 10 AI Chrome Extensions You Need in 2025!
ML Fundamentals
Top 10 AI Chrome Extensions You Need in 2025!
Analytics Vidhya Intermediate 10mo ago
From Circuits to Street Smarts
ML Fundamentals โšก AI Lesson
From Circuits to Street Smarts
MLOps.community Intermediate 10mo ago
#search ai use case at @Uber  #podcast #aiinpractice #mlops
ML Fundamentals
#search ai use case at @Uber #podcast #aiinpractice #mlops
MLOps.community Intermediate 10mo ago
Scaling XGBoost With Spark Connect ML on Grace Blackwell
ML Fundamentals โšก AI Lesson
Scaling XGBoost With Spark Connect ML on Grace Blackwell
Databricks Intermediate 10mo ago
Developing the Dreamers of Data + AIโ€™s Future: How 84.51หš builds upskilling to accelerate adoption
ML Fundamentals โšก AI Lesson
Developing the Dreamers of Data + AIโ€™s Future: How 84.51หš builds upskilling to accelerate adoption
Databricks Intermediate 10mo ago
Dusting off the Cobwebs โ€” Moving off a 26-year-old Heritage Platform to Databricks [Teradata]
ML Fundamentals โšก AI Lesson
Dusting off the Cobwebs โ€” Moving off a 26-year-old Heritage Platform to Databricks [Teradata]
Databricks Intermediate 10mo ago
Scaling Data Engineering Pipelines: Preparing Credit Card Transactions Data for Machine Learning
ML Fundamentals โšก AI Lesson
Scaling Data Engineering Pipelines: Preparing Credit Card Transactions Data for Machine Learning
Databricks Intermediate 10mo ago
SAP Business Data Cloud: Fuel AI with SAP Data Products Across ERP and Lines-Of-Business
ML Fundamentals โšก AI Lesson
SAP Business Data Cloud: Fuel AI with SAP Data Products Across ERP and Lines-Of-Business
Databricks Intermediate 10mo ago
AI Evaluation from First Principles: You Can't Manage What You Can't Measure
ML Fundamentals โšก AI Lesson
AI Evaluation from First Principles: You Can't Manage What You Can't Measure
Databricks Intermediate 10mo ago
Partner Summit Breakout: SAP and Partners
ML Fundamentals โšก AI Lesson
Partner Summit Breakout: SAP and Partners
Databricks Intermediate 10mo ago
Scaling Blockchain ML With Databricks: From Graph Analytics to Graph Machine Learning
ML Fundamentals โšก AI Lesson
Scaling Blockchain ML With Databricks: From Graph Analytics to Graph Machine Learning
Databricks Intermediate 10mo ago
Securing the Future: How Banks are Reducing Risk With Data and AI
ML Fundamentals โšก AI Lesson
Securing the Future: How Banks are Reducing Risk With Data and AI
Databricks Intermediate 10mo ago
Executive Diploma mini masterclass: ace your application
ML Fundamentals
Executive Diploma mini masterclass: ace your application
Saรฏd Business School, University of Oxford Intermediate 10mo ago
AlphaGenome: DeepMindโ€™s AI Decoding Human DNA!
ML Fundamentals
AlphaGenome: DeepMindโ€™s AI Decoding Human DNA!
Analytics Vidhya Intermediate 10mo ago
๐Ÿ“š Coursera Courses Opens on Coursera ยท Free to audit
1 / 3 View all โ†’
Foundational Mathematics for AI
๐Ÿ“š Coursera Course โ†—
Self-paced
Foundational Mathematics for AI
Opens on Coursera โ†—
Machine Learning Operations (MLOps) with Vertex AI: Model Evaluation - Portuguรชs Brasileiro
๐Ÿ“š Coursera Course โ†—
Self-paced
Machine Learning Operations (MLOps) with Vertex AI: Model Evaluation - Portuguรชs Brasileiro
Opens on Coursera โ†—
Pneumonia Classification using PyTorch
๐Ÿ“š Coursera Course โ†—
Self-paced
Pneumonia Classification using PyTorch
Opens on Coursera โ†—
Cรณmo utilizar BigQuery ML para ejecutar inferencias
๐Ÿ“š Coursera Course โ†—
Self-paced
Cรณmo utilizar BigQuery ML para ejecutar inferencias
Opens on Coursera โ†—
Motion Planning for Self-Driving Cars
๐Ÿ“š Coursera Course โ†—
Self-paced
Motion Planning for Self-Driving Cars
Opens on Coursera โ†—
Solve Business Problems with AI and Machine Learning
๐Ÿ“š Coursera Course โ†—
Self-paced
Solve Business Problems with AI and Machine Learning
Opens on Coursera โ†—