Foundations

ML Fundamentals

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

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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
How Akshay Agrawal discovered Julia and Pluto notebooks
ML Fundamentals โšก AI Lesson
How Akshay Agrawal discovered Julia and Pluto notebooks
Weights & Biases Beginner 1y ago
Matrix Operations for Data Science with Hands-On Project
ML Fundamentals โšก AI Lesson
Matrix Operations for Data Science with Hands-On Project
Analytics Vidhya Beginner 1y ago
Fraud Detection with Graphs
ML Fundamentals โšก AI Lesson
Fraud Detection with Graphs
Data Skeptic Beginner 1y ago
5 Awesome Machine Learning Project Ideas For Your Resume
ML Fundamentals โšก AI Lesson
5 Awesome Machine Learning Project Ideas For Your Resume
NeuralNine Beginner 1y ago
The Snakey Hexomino (unsolved Tic-Tac-Toe problem) - Numberphile
ML Fundamentals
The Snakey Hexomino (unsolved Tic-Tac-Toe problem) - Numberphile
Numberphile Beginner 1y ago
Exploring Convolution Operations ๐Ÿ” - Deep Learning Visualization - Topic 244 #ai #ml
ML Fundamentals โšก AI Lesson
Exploring Convolution Operations ๐Ÿ” - Deep Learning Visualization - Topic 244 #ai #ml
deeplizard Beginner 1y ago
How to become a Data Scientist in 2025
ML Fundamentals
How to become a Data Scientist in 2025
Sahil & Sarra Beginner 1y ago
Databricks Serverless SQL Warehouses
ML Fundamentals โšก AI Lesson
Databricks Serverless SQL Warehouses
Databricks Beginner 1y ago
Linear Algebra Basics & Vector Operations: Essential Guide for Data Science
ML Fundamentals
Linear Algebra Basics & Vector Operations: Essential Guide for Data Science
Analytics Vidhya Beginner 1y ago
Solve Markov Decision Processes with the Value Iteration Algorithm - Computerphile
ML Fundamentals โšก AI Lesson
Solve Markov Decision Processes with the Value Iteration Algorithm - Computerphile
Computerphile Beginner 1y ago
AI VS ML Engineer What Do They Do?
ML Fundamentals
AI VS ML Engineer What Do They Do?
Jean Lee Beginner 1y ago
Convolutional Neural Network Demo ๐Ÿ–ฅ๏ธ - Understanding Convolutions in AI - Topic 243 #ai #ml
ML Fundamentals โšก AI Lesson
Convolutional Neural Network Demo ๐Ÿ–ฅ๏ธ - Understanding Convolutions in AI - Topic 243 #ai #ml
deeplizard Beginner 1y ago
IS SQL WORTH LEARNING IN 2025?
ML Fundamentals
IS SQL WORTH LEARNING IN 2025?
Manish Sharma Beginner 1y ago
Simplifying Mathematics Behind AI | Machine Learning | Community Webinar
ML Fundamentals โšก AI Lesson
Simplifying Mathematics Behind AI | Machine Learning | Community Webinar
Data Science Dojo Beginner 1y ago
Ricardo LaRosa Shares His Experience in the AI Professional Program
ML Fundamentals
Ricardo LaRosa Shares His Experience in the AI Professional Program
Stanford Online Beginner 1y ago
Kuniaki Iwanami Shares His Experience in the AI Professional Program
ML Fundamentals
Kuniaki Iwanami Shares His Experience in the AI Professional Program
Stanford Online Beginner 1y ago
Illinois Grainger on Coursera: Program Overview 1 15 25
ML Fundamentals
Illinois Grainger on Coursera: Program Overview 1 15 25
Coursera Beginner 1y ago
How to set up W&B Slack alerts on dedicated cloud deployment
ML Fundamentals
How to set up W&B Slack alerts on dedicated cloud deployment
Weights & Biases Beginner 1y ago
Full Machine Learning Project: Train & Deploy a Pneumonia Classifier in PyTorch
ML Fundamentals โšก AI Lesson
Full Machine Learning Project: Train & Deploy a Pneumonia Classifier in PyTorch
NeuralNine Beginner 1y ago
Optimizing Supply Chains with GNN
ML Fundamentals โšก AI Lesson
Optimizing Supply Chains with GNN
Data Skeptic Beginner 1y ago
Can I restart my career as a Data Analyst after a break? #shorts #data #dataanalyst #datascientist
ML Fundamentals
Can I restart my career as a Data Analyst after a break? #shorts #data #dataanalyst #datascientist
codebasics Beginner 1y ago
Verana Health Data Curation and Innovation with Databricks and AWS
ML Fundamentals โšก AI Lesson
Verana Health Data Curation and Innovation with Databricks and AWS
Databricks Beginner 1y ago
How To Learn Machine Learning: AI Powered Study Plan
ML Fundamentals
How To Learn Machine Learning: AI Powered Study Plan
Jean Lee Beginner 1y ago
Finally: Grokking Solved - It's Not What You Think
ML Fundamentals โšก AI Lesson
Finally: Grokking Solved - It's Not What You Think
Discover AI Beginner 1y ago
Perceptron - Explained!
ML Fundamentals โšก AI Lesson
Perceptron - Explained!
CodeEmporium Beginner 1y ago
These Four Calculus Rules are Actually All the Same.
ML Fundamentals
These Four Calculus Rules are Actually All the Same.
ritvikmath Beginner 1y ago
Neural Networks in 100 seconds
ML Fundamentals โšก AI Lesson
Neural Networks in 100 seconds
Infinite Codes Beginner 1y ago
The Frobenius Problem (and numerical semigroups) - Numberphile
ML Fundamentals
The Frobenius Problem (and numerical semigroups) - Numberphile
Numberphile Beginner 1y ago
Do you need coding to become a Data Analyst? #shorts #codebasics #data #datanalyst
ML Fundamentals
Do you need coding to become a Data Analyst? #shorts #codebasics #data #datanalyst
codebasics Beginner 1y ago
Computer Timescales Mapped onto Human Timescales - Computerphile
ML Fundamentals โšก AI Lesson
Computer Timescales Mapped onto Human Timescales - Computerphile
Computerphile Beginner 1y ago
Dartmouth Master of Engineering in Computer Engineering Course Overview V2
ML Fundamentals
Dartmouth Master of Engineering in Computer Engineering Course Overview V2
Coursera Beginner 1y ago
The first artificial neuron - Explained!
ML Fundamentals โšก AI Lesson
The first artificial neuron - Explained!
CodeEmporium Beginner 1y ago
But Why Does L'Hopital's Rule Work?
ML Fundamentals
But Why Does L'Hopital's Rule Work?
ritvikmath Beginner 1y ago
FREE Programming courses (Python, C, SQL and more)
ML Fundamentals
FREE Programming courses (Python, C, SQL and more)
David Bombal Beginner 1y ago
Beiliei Zhu Shares Her Experience in the AI Professional Program
ML Fundamentals โšก AI Lesson
Beiliei Zhu Shares Her Experience in the AI Professional Program
Stanford Online Beginner 1y ago
Beiliei Zhu Shares Her Experience in the AI Professional Program
ML Fundamentals โšก AI Lesson
Beiliei Zhu Shares Her Experience in the AI Professional Program
Stanford Online Beginner 1y ago
Kuniaki Iwanami Shares His Experience in the AI Professional Program
ML Fundamentals
Kuniaki Iwanami Shares His Experience in the AI Professional Program
Stanford Online Beginner 1y ago
Linking artifact to W&B registry using org-level service accounts
ML Fundamentals โšก AI Lesson
Linking artifact to W&B registry using org-level service accounts
Weights & Biases Beginner 1y ago
Sophisticated Pattern Recognition in CNNs ๐Ÿง - Beyond Simple Edges ๐Ÿ”ฎ - Topic 242 #ai #ml
ML Fundamentals โšก AI Lesson
Sophisticated Pattern Recognition in CNNs ๐Ÿง - Beyond Simple Edges ๐Ÿ”ฎ - Topic 242 #ai #ml
deeplizard Beginner 1y ago
7 Reasons NOT to Become a Machine Learning Engineer
ML Fundamentals
7 Reasons NOT to Become a Machine Learning Engineer
Jean Lee Beginner 1y ago
Edge Detection in CNNs - Visualizing Filter Impact on Images ๐Ÿ”Ž - Topic 241 #ai #ml
ML Fundamentals โšก AI Lesson
Edge Detection in CNNs - Visualizing Filter Impact on Images ๐Ÿ”Ž - Topic 241 #ai #ml
deeplizard Beginner 1y ago
Feature Encoding 101: Prepare Data For Machine Learning
ML Fundamentals โšก AI Lesson
Feature Encoding 101: Prepare Data For Machine Learning
NeuralNine Beginner 1y ago
Convolutional Dimension Reduction - Handling Edge Data Loss ๐Ÿ“‰ - Topic 240 #ai #ml
ML Fundamentals โšก AI Lesson
Convolutional Dimension Reduction - Handling Edge Data Loss ๐Ÿ“‰ - Topic 240 #ai #ml
deeplizard Beginner 1y ago
CNN Convolutional Output - Analyzing Dimensionality Reduction ๐Ÿ” - Topic 239 #ai #ml
ML Fundamentals โšก AI Lesson
CNN Convolutional Output - Analyzing Dimensionality Reduction ๐Ÿ” - Topic 239 #ai #ml
deeplizard Beginner 1y ago
Heart Disease Detection in Python - Machine Learning Project
ML Fundamentals โšก AI Lesson
Heart Disease Detection in Python - Machine Learning Project
NeuralNine Beginner 1y ago
How to Become an AI Engineer: Free Roadmap
ML Fundamentals
How to Become an AI Engineer: Free Roadmap
Jean Lee Beginner 1y ago
Full Python Course in 10 Minutes: Free Learning
ML Fundamentals
Full Python Course in 10 Minutes: Free Learning
Jean Lee Beginner 1y ago
Filter Traversal in CNNs ๐Ÿ›ค๏ธ - Understanding Convolution Steps ๐Ÿ”„ - Topic 238 #ai #ml
ML Fundamentals โšก AI Lesson
Filter Traversal in CNNs ๐Ÿ›ค๏ธ - Understanding Convolution Steps ๐Ÿ”„ - Topic 238 #ai #ml
deeplizard Beginner 1y ago
๐Ÿ“š Coursera Courses Opens on Coursera ยท Free to audit
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Machine Learning with Small Data Part 2
๐Ÿ“š Coursera Course โ†—
Self-paced
Machine Learning with Small Data Part 2
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AWS: Security, Governance, and Compliance
๐Ÿ“š Coursera Course โ†—
Self-paced
AWS: Security, Governance, and Compliance
Opens on Coursera โ†—
AppDynamics Monitoring
๐Ÿ“š Coursera Course โ†—
Self-paced
AppDynamics Monitoring
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Processamento Neural de Linguagem Natural em Portuguรชs I
๐Ÿ“š Coursera Course โ†—
Self-paced
Processamento Neural de Linguagem Natural em Portuguรชs I
Opens on Coursera โ†—
Precalculus: Relations and Functions
๐Ÿ“š Coursera Course โ†—
Self-paced
Precalculus: Relations and Functions
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Diabetes Prediction With Pyspark MLLIB
๐Ÿ“š Coursera Course โ†—
Self-paced
Diabetes Prediction With Pyspark MLLIB
Opens on Coursera โ†—