Foundations

ML Fundamentals

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

11,124
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
Episode 1: Make a confident career pivot with this 3-step framework
ML Fundamentals
Episode 1: Make a confident career pivot with this 3-step framework
Saรฏd Business School, University of Oxford Intermediate 2mo ago
Solution to the ladybug clock puzzle
ML Fundamentals
Solution to the ladybug clock puzzle
3Blue1Brown Intermediate 2mo ago
The #1 Skill We Look for When Hiring AI Engineers
ML Fundamentals โšก AI Lesson
The #1 Skill We Look for When Hiring AI Engineers
codebasics Intermediate 2mo ago
Inside the $100B Data Center Play
ML Fundamentals
Inside the $100B Data Center Play
The Information Intermediate 2mo ago
How Self-Driving Technology Completely Changed
ML Fundamentals
How Self-Driving Technology Completely Changed
No Priors: AI, Machine Learning, Tech, & Startups Intermediate 2mo ago
Decision Tree Machine Learning Explained Simply
ML Fundamentals
Decision Tree Machine Learning Explained Simply
Coursera Intermediate 2mo ago
Why People Skills Matter at Work (And How to Improve Them)
ML Fundamentals
Why People Skills Matter at Work (And How to Improve Them)
Coursera Intermediate 2mo ago
Digital Signal Processing With Audio Data - Computerphile
ML Fundamentals โšก AI Lesson
Digital Signal Processing With Audio Data - Computerphile
Computerphile Intermediate 2mo ago
๐Ÿ”ฅMachine Learning Engineer Roadmap 2026  #shorts #simplilearn
ML Fundamentals
๐Ÿ”ฅMachine Learning Engineer Roadmap 2026 #shorts #simplilearn
Simplilearn Intermediate 2mo ago
๐Ÿ”ฅMachine lComplete Machine Learning Course #shorts #simplilearn
ML Fundamentals
๐Ÿ”ฅMachine lComplete Machine Learning Course #shorts #simplilearn
Simplilearn Intermediate 2mo ago
Spring Interview questions - Day 1 โ“#codecraftelugu #programming #coding #telugu #shorts #java
ML Fundamentals
Spring Interview questions - Day 1 โ“#codecraftelugu #programming #coding #telugu #shorts #java
Code Craft Telugu Intermediate 2mo ago
GenZs are changing office culture
ML Fundamentals
GenZs are changing office culture
Weights & Biases Intermediate 2mo ago
Is GenAI Killing Junior Data Scientist Jobs? The Data Says Thisโ€ฆ
ML Fundamentals โšก AI Lesson
Is GenAI Killing Junior Data Scientist Jobs? The Data Says Thisโ€ฆ
Analytics Vidhya Intermediate 2mo ago
Why you should hire junior developers
ML Fundamentals โšก AI Lesson
Why you should hire junior developers
Weights & Biases Intermediate 2mo ago
Load Balancer Challenge for $600 ๐Ÿค‘
ML Fundamentals
Load Balancer Challenge for $600 ๐Ÿค‘
Sajjaad Khader Intermediate 2mo ago
Implementing Passkeys in Practice - Computerphile
ML Fundamentals โšก AI Lesson
Implementing Passkeys in Practice - Computerphile
Computerphile Intermediate 2mo ago
Guest session by EarthDay.org
ML Fundamentals โšก AI Lesson
Guest session by EarthDay.org
Saรฏd Business School, University of Oxford Intermediate 2mo ago
The Physics of Diffusion Models
ML Fundamentals
The Physics of Diffusion Models
Julia Turc Intermediate 2mo ago
This OLD Programming Language STILL Rules the World
ML Fundamentals โšก AI Lesson
This OLD Programming Language STILL Rules the World
Coding with Lewis Intermediate 2mo ago
GLMโ€‘4.7โ€‘Flash: The Local AI Coder & Assistant You Need in 2026
ML Fundamentals โšก AI Lesson
GLMโ€‘4.7โ€‘Flash: The Local AI Coder & Assistant You Need in 2026
Analytics Vidhya Intermediate 2mo ago
95% of production code written with AI ๐Ÿค–
ML Fundamentals
95% of production code written with AI ๐Ÿค–
codebasics Intermediate 2mo ago
Databricks Data Sharing to Iceberg Clients with No Replication
ML Fundamentals โšก AI Lesson
Databricks Data Sharing to Iceberg Clients with No Replication
Databricks Intermediate 3mo ago
The relationship between convolution & self-attention
ML Fundamentals โšก AI Lesson
The relationship between convolution & self-attention
Julia Turc Intermediate 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
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
Stock Price Prediction using GRU | Deep Learning Project in Tamil | Gated Recurrent Unit
ML Fundamentals
Stock Price Prediction using GRU | Deep Learning Project in Tamil | Gated Recurrent Unit
Adi Explains Intermediate 4mo ago
Converting Pytorch to JAX - Coding Stream
ML Fundamentals โšก AI Lesson
Converting Pytorch to JAX - Coding Stream
Rob Mulla Intermediate 4mo ago
Free Advanced AI Full Course in Hindi | Learn AI from Scratch to Advanced
ML Fundamentals
Free Advanced AI Full Course in Hindi | Learn AI from Scratch to Advanced
The iScale Intermediate 4mo ago
Stock Price Prediction using LSTM | Deep Learning Project in Tamil | Python Tutorial
ML Fundamentals
Stock Price Prediction using LSTM | Deep Learning Project in Tamil | Python Tutorial
Adi Explains Intermediate 4mo ago
๐Ÿ”ฅTop Python Frameworks to Master in 2026 #python #shorts #simplilearn
ML Fundamentals
๐Ÿ”ฅTop Python Frameworks to Master in 2026 #python #shorts #simplilearn
Simplilearn Intermediate 2mo ago
How to Build A Machine Learning Model
ML Fundamentals
How to Build A Machine Learning Model
Coursera Intermediate 2mo ago
Stop Measuring Dev Productivity by Speed
ML Fundamentals
Stop Measuring Dev Productivity by Speed
Weights & Biases Intermediate 2mo ago
Demand for writing software code
ML Fundamentals
Demand for writing software code
codebasics Intermediate 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
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
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
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
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
Data + AI World Tour Paris 2025 | Highlights
ML Fundamentals โšก AI Lesson
Data + AI World Tour Paris 2025 | Highlights
Databricks Intermediate 3mo ago
What's GraphQL
ML Fundamentals
What's GraphQL
MLOps.community Intermediate 3mo ago
Databricks ๐Ÿค Sharepoint Connector to feed the #ai machine with unstructured data
ML Fundamentals โšก AI Lesson
Databricks ๐Ÿค Sharepoint Connector to feed the #ai machine with unstructured data
Databricks Intermediate 4mo ago
Gen AI & Reinforcement Learning- Computerphile
ML Fundamentals โšก AI Lesson
Gen AI & Reinforcement Learning- Computerphile
Computerphile Intermediate 4mo ago
AI in Coding  Proven Success and Impact
ML Fundamentals
AI in Coding Proven Success and Impact
MLOps.community Intermediate 4mo ago
The Ever Evolving Battle Against Fraud in Data Science
ML Fundamentals โšก AI Lesson
The Ever Evolving Battle Against Fraud in Data Science
MLOps.community Intermediate 4mo ago
How to Govern Federated Data in Unity Catalog
ML Fundamentals โšก AI Lesson
How to Govern Federated Data in Unity Catalog
Databricks Intermediate 4mo ago
Smart Way to Use AI in Your Application ๐Ÿ’ก
ML Fundamentals
Smart Way to Use AI in Your Application ๐Ÿ’ก
Coursera Intermediate 4mo ago
๐Ÿ“š Coursera Courses Opens on Coursera ยท Free to audit
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CUDA at Scale for the Enterprise
๐Ÿ“š Coursera Course โ†—
Self-paced
CUDA at Scale for the Enterprise
Opens on Coursera โ†—
Derivatives: a guide to calculation
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Self-paced
Derivatives: a guide to calculation
Opens on Coursera โ†—
BigQuery Machine Learning fรผr Inferenzen nutzen
๐Ÿ“š Coursera Course โ†—
Self-paced
BigQuery Machine Learning fรผr Inferenzen nutzen
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Smart Analytics, Machine Learning, and AI on Google Cloud
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Self-paced
Smart Analytics, Machine Learning, and AI on Google Cloud
Opens on Coursera โ†—
Advanced Machine Learning and Deep Learning
๐Ÿ“š Coursera Course โ†—
Self-paced
Advanced Machine Learning and Deep Learning
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Applied Math for Materials Science and Engineering
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Self-paced
Applied Math for Materials Science and Engineering
Opens on Coursera โ†—