Foundations

ML Fundamentals

Neural networks, backpropagation, gradient descent — the maths behind AI

20,712
lessons
Skills in this topic
View full skill map →
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
Northeastern DAE and MSIS - Women in Tech 6.20.24.
ML Fundamentals
Northeastern DAE and MSIS - Women in Tech 6.20.24.
Coursera Beginner 2y ago
AI NOW: Master Vector Database | Practical Examples & Python Implementation for AI Enthusiasts
ML Fundamentals
AI NOW: Master Vector Database | Practical Examples & Python Implementation for AI Enthusiasts
Talent Catalyst AI Beginner 2y ago
Machine Learning Paradigms: Supervised and Unsupervised Learning
ML Fundamentals ⚡ AI Lesson
Machine Learning Paradigms: Supervised and Unsupervised Learning
CodeEmporium Beginner 2y ago
Gaining in-demand skills from industry leaders makes you a more attractive candidate for tech roles.
ML Fundamentals
Gaining in-demand skills from industry leaders makes you a more attractive candidate for tech roles.
Coursera Beginner 2y ago
Overfitting and Underfitting | Bias and Variance Tradeoff in Machine Learning | Clearly Explained!
ML Fundamentals
Overfitting and Underfitting | Bias and Variance Tradeoff in Machine Learning | Clearly Explained!
AI For Beginners Beginner 2y ago
Reinforcement Learning: from Atari Games to Robotic Walking
ML Fundamentals ⚡ AI Lesson
Reinforcement Learning: from Atari Games to Robotic Walking
CodeEmporium Beginner 2y ago
Culture and Velocity at Perplexity with Denis Yarats, Co-Founder and CTO at Perplexity AI
ML Fundamentals ⚡ AI Lesson
Culture and Velocity at Perplexity with Denis Yarats, Co-Founder and CTO at Perplexity AI
DataCamp Beginner 2y ago
Happy Father's Day❤️
ML Fundamentals
Happy Father's Day❤️
Entri Coding മലയാളം Beginner 2y ago
FREE WEBINAR- Before you take a web development course in 2024.
ML Fundamentals
FREE WEBINAR- Before you take a web development course in 2024.
Entri Coding മലയാളം Beginner 2y ago
How to Build Production-Ready AI Models for Manufacturing // [Exclusive] LatticeFlow Roundtable
ML Fundamentals ⚡ AI Lesson
How to Build Production-Ready AI Models for Manufacturing // [Exclusive] LatticeFlow Roundtable
MLOps.community Advanced 2y ago
The Purpose of Train-Test Split in Machine Learning | How to Correctly Split Data?
ML Fundamentals ⚡ AI Lesson
The Purpose of Train-Test Split in Machine Learning | How to Correctly Split Data?
AI For Beginners Beginner 2y ago
Run Metaflow Run: Dive into Metaflow Runner API
ML Fundamentals ⚡ AI Lesson
Run Metaflow Run: Dive into Metaflow Runner API
Outerbounds Beginner 2y ago
VisionOS 2 turns images into spatial photos | WWDC 2024 | TechCrunch
ML Fundamentals ⚡ AI Lesson
VisionOS 2 turns images into spatial photos | WWDC 2024 | TechCrunch
TechCrunch Beginner 2y ago
Memory in Neuroscience and AI with Kim Stachenfeld, DeepMind
ML Fundamentals ⚡ AI Lesson
Memory in Neuroscience and AI with Kim Stachenfeld, DeepMind
DataCamp Intermediate 2y ago
AI Product Manager Workshop: Fine-tune Your ML Model - AI PM Community Session #52
ML Fundamentals ⚡ AI Lesson
AI Product Manager Workshop: Fine-tune Your ML Model - AI PM Community Session #52
Product Management Exercises Intermediate 2y ago
How to Outsmart AI as a Developer with Dr. Chuck [Podcast #127]
ML Fundamentals ⚡ AI Lesson
How to Outsmart AI as a Developer with Dr. Chuck [Podcast #127]
freeCodeCamp.org Beginner 2y ago
Google Cloud and The FA - using AI to identify future England football stars
ML Fundamentals
Google Cloud and The FA - using AI to identify future England football stars
Google Cloud Beginner 2y ago
Data Science vs Machine Learning Engineer: Explained
ML Fundamentals
Data Science vs Machine Learning Engineer: Explained
Jean Lee Beginner 2y ago
Fireside Chat: Zeynep Akata
ML Fundamentals ⚡ AI Lesson
Fireside Chat: Zeynep Akata
Cohere Beginner 2y ago
AI Learns to Play Tag (and breaks the game)
ML Fundamentals ⚡ AI Lesson
AI Learns to Play Tag (and breaks the game)
AI Warehouse Beginner 2y ago
When The Stars Turned On | Crash Course Pods: The Universe #4
ML Fundamentals
When The Stars Turned On | Crash Course Pods: The Universe #4
CrashCourse Beginner 2y ago
How to build a custom ML model on Google Cloud
ML Fundamentals
How to build a custom ML model on Google Cloud
Google Cloud Intermediate 2y ago
PyTorch Docathon Kickoff H1 2024
ML Fundamentals
PyTorch Docathon Kickoff H1 2024
PyTorch Beginner 2y ago
JAX in 100 Seconds
ML Fundamentals ⚡ AI Lesson
JAX in 100 Seconds
Fireship Beginner 2y ago
3. What is Machine Learning? (ML) - The Secret Sauce of AI
ML Fundamentals
3. What is Machine Learning? (ML) - The Secret Sauce of AI
RKDataAnalytics Beginner 2y ago
2. What is Artificial Intelligence (AI)? | Definition, Components, and Impact
ML Fundamentals
2. What is Artificial Intelligence (AI)? | Definition, Components, and Impact
RKDataAnalytics Beginner 2y ago
Building an AI assistant that listens and sees the world (Step by step tutorial)
ML Fundamentals ⚡ AI Lesson
Building an AI assistant that listens and sees the world (Step by step tutorial)
Underfitted Beginner 2y ago
Career Advice from Sam Altman
ML Fundamentals
Career Advice from Sam Altman
Analytics Vidhya Intermediate 2y ago
DataHack Summit 2024 | The Experience | Types of Session
ML Fundamentals ⚡ AI Lesson
DataHack Summit 2024 | The Experience | Types of Session
Analytics Vidhya Intermediate 2y ago
Flight Price Prediction in Python - Full Machine Learning Project
ML Fundamentals ⚡ AI Lesson
Flight Price Prediction in Python - Full Machine Learning Project
NeuralNine Beginner 2y ago
AI in Manufacturing | AI & Manufacturing | How AI is Used in the Manufacturing Industry | Edureka
ML Fundamentals
AI in Manufacturing | AI & Manufacturing | How AI is Used in the Manufacturing Industry | Edureka
edureka! Beginner 2y ago
Insights into building a high-performance computing cloud platform
ML Fundamentals
Insights into building a high-performance computing cloud platform
Weights & Biases Advanced 2y ago
Understanding AI Workflows: From Concept to Production
ML Fundamentals ⚡ AI Lesson
Understanding AI Workflows: From Concept to Production
NVIDIA Developer Beginner 2y ago
Course outline: "Master Machine Learning with scikit-learn"
ML Fundamentals ⚡ AI Lesson
Course outline: "Master Machine Learning with scikit-learn"
DataSchool Beginner 2y ago
Paradigms of Machine Learning: Reinforcement Learning
ML Fundamentals ⚡ AI Lesson
Paradigms of Machine Learning: Reinforcement Learning
CodeEmporium Beginner 2y ago
How can I afford to learn the latest digital skills from top companies and universities?
ML Fundamentals
How can I afford to learn the latest digital skills from top companies and universities?
Coursera Beginner 2y ago
First Impression is the Best Impression✌️
ML Fundamentals
First Impression is the Best Impression✌️
Entri Coding മലയാളം Beginner 2y ago
Advance your career in cyber security with Royal Holloway, University of London
ML Fundamentals
Advance your career in cyber security with Royal Holloway, University of London
Coursera Beginner 2y ago
Interested in a career in AI?
ML Fundamentals
Interested in a career in AI?
Coursera Beginner 2y ago
#214 Learning, Memory, Brains & AI | Kim Stachenfeld, Snr Research Scientist at Google DeepMind
ML Fundamentals ⚡ AI Lesson
#214 Learning, Memory, Brains & AI | Kim Stachenfeld, Snr Research Scientist at Google DeepMind
DataCamp Intermediate 2y ago
You can get job ready from anywhere, at anytime with a Professional Certificate from Coursera.
ML Fundamentals
You can get job ready from anywhere, at anytime with a Professional Certificate from Coursera.
Coursera Beginner 2y ago
Day in the life of an online learner. 🤭👏🏽 #onlinelearning #coursera #study #cozyvibes
ML Fundamentals
Day in the life of an online learner. 🤭👏🏽 #onlinelearning #coursera #study #cozyvibes
Coursera Beginner 2y ago
Python programming for beginners👩‍💻 - Introduction✌️
ML Fundamentals
Python programming for beginners👩‍💻 - Introduction✌️
Entri Coding മലയാളം Beginner 2y ago
Machine learning on Google Cloud
ML Fundamentals
Machine learning on Google Cloud
Google Cloud Beginner 2y ago
Do you have a childhood dream? For Kyle, that was becoming a video game developer. 🎮
ML Fundamentals
Do you have a childhood dream? For Kyle, that was becoming a video game developer. 🎮
Coursera Beginner 2y ago
Advance your career with Coursera…like literally. Inspired by hismile and Kim Kardashian.
ML Fundamentals
Advance your career with Coursera…like literally. Inspired by hismile and Kim Kardashian.
Coursera Beginner 2y ago
Cozy morning with coffee and Coursera. 💙 #onlinelearning #coursera #study #cozyvibes
ML Fundamentals
Cozy morning with coffee and Coursera. 💙 #onlinelearning #coursera #study #cozyvibes
Coursera Beginner 2y ago
Pandas Readcsv Tutorial
ML Fundamentals ⚡ AI Lesson
Pandas Readcsv Tutorial
DataCamp Beginner 2y ago
📚 Continue on Coursera External links · Free to audit
1 / 3 View all →
Introduction to AI and Machine Learning on Google Cloud
📚 External: Coursera ↗
Self-paced
Introduction to AI and Machine Learning on Google Cloud
Opens on Coursera ↗
Maximizing the Generative AI Value
📚 External: Coursera ↗
Self-paced
Maximizing the Generative AI Value
Opens on Coursera ↗
6G Vision: ML, Intelligent Surfaces & Optical Networks
📚 External: Coursera ↗
Self-paced
6G Vision: ML, Intelligent Surfaces & Optical Networks
Opens on Coursera ↗
Calculus: Single Variable Part 1 - Functions
📚 External: Coursera ↗
Self-paced
Calculus: Single Variable Part 1 - Functions
Opens on Coursera ↗
Skill Up with Python: Web Development Recipes
📚 External: Coursera ↗
Self-paced
Skill Up with Python: Web Development Recipes
Opens on Coursera ↗
Advanced Machine Learning Algorithms
📚 External: Coursera ↗
Self-paced
Advanced Machine Learning Algorithms
Opens on Coursera ↗