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
๐Ÿ”ฅCan Freshers Get 20+ LPA in AI and Data Science? Truth revealed | Intellipaat
ML Fundamentals
๐Ÿ”ฅCan Freshers Get 20+ LPA in AI and Data Science? Truth revealed | Intellipaat
Intellipaat Beginner 1mo ago
5 Machine Learning Algorithms You Must Know ๐Ÿค–
ML Fundamentals โšก AI Lesson
5 Machine Learning Algorithms You Must Know ๐Ÿค–
Analytics Vidhya Beginner 1mo ago
Semantic Layers in the Age of AI are 100% Needed
ML Fundamentals โšก AI Lesson
Semantic Layers in the Age of AI are 100% Needed
Alex the Analyst Intermediate 1mo ago
Bayes Theorem Explained
ML Fundamentals โšก AI Lesson
Bayes Theorem Explained
Insightforge | AI & Data Science Beginner 1mo ago
The Next AI Bottleneck
ML Fundamentals โšก AI Lesson
The Next AI Bottleneck
The Information Intermediate 1mo ago
TensorFlow Developer Professional Certificate
ML Fundamentals
TensorFlow Developer Professional Certificate
DeepLearningAI Intermediate 1mo ago
AI for Everyone by Andrew Ng
ML Fundamentals โšก AI Lesson
AI for Everyone by Andrew Ng
DeepLearningAI Beginner 1mo ago
Beyond the Graph: Mastering Topological Deep Learning with TopoX and Python. Simplicial Complexes.
ML Fundamentals
Beyond the Graph: Mastering Topological Deep Learning with TopoX and Python. Simplicial Complexes.
AI Podcast Series. Byte Goose AI. Beginner 1mo ago
Fintech: Preparing you for the future of financial services #fintech
ML Fundamentals
Fintech: Preparing you for the future of financial services #fintech
Saรฏd Business School, University of Oxford Beginner 1mo ago
Performance Optimization and Software/Hardware Co-design across PyTorch, CUDA, and NVIDIA GPUs
ML Fundamentals โšก AI Lesson
Performance Optimization and Software/Hardware Co-design across PyTorch, CUDA, and NVIDIA GPUs
MLOps.community Advanced 1mo ago
๐Ÿ”ฅMLOps Engineer Roadmap in 2026 | How to become MLOps Engineer in 2026 ? #shorts  #simplilearn
ML Fundamentals
๐Ÿ”ฅMLOps Engineer Roadmap in 2026 | How to become MLOps Engineer in 2026 ? #shorts #simplilearn
Simplilearn Intermediate 1mo ago
Session 11: Gas Exchange Across the Air-sea Interface
ML Fundamentals โšก AI Lesson
Session 11: Gas Exchange Across the Air-sea Interface
MIT OpenCourseWare Intermediate 1mo ago
Session 17: Sinking Particles and Remineralization (2)
ML Fundamentals โšก AI Lesson
Session 17: Sinking Particles and Remineralization (2)
MIT OpenCourseWare Intermediate 1mo ago
Oxford MBA: Career guidance #oxforduniversity
ML Fundamentals
Oxford MBA: Career guidance #oxforduniversity
Saรฏd Business School, University of Oxford Intermediate 1mo ago
Calculus is secretly a 1 layer AI model
ML Fundamentals โšก AI Lesson
Calculus is secretly a 1 layer AI model
Insightforge | AI & Data Science Beginner 1mo ago
Clear Thinking Beats Any AI Coding Tool
ML Fundamentals โšก AI Lesson
Clear Thinking Beats Any AI Coding Tool
Real Python Beginner 1mo ago
Choosing the Right Model is Hard. Maintaining Accuracy is Harder.
ML Fundamentals โšก AI Lesson
Choosing the Right Model is Hard. Maintaining Accuracy is Harder.
MLOps.community Intermediate 1mo ago
This picture broke my brain
ML Fundamentals โšก AI Lesson
This picture broke my brain
3Blue1Brown Beginner 1mo ago
Vector Norms - Explained
ML Fundamentals
Vector Norms - Explained
DataMListic Beginner 1mo ago
Quantum Computing in Python With Qiskit
ML Fundamentals โšก AI Lesson
Quantum Computing in Python With Qiskit
Real Python Beginner 1mo ago
Top 7 Programming Languages for AI in 2026 (Must Learn!) ๐Ÿš€
ML Fundamentals
Top 7 Programming Languages for AI in 2026 (Must Learn!) ๐Ÿš€
AI Study Hub Beginner 1mo ago
ResNet Evolution. ResNet vs. VGG: Why Residual Networks Became the Backbone of Modern AI. ResNet.
ML Fundamentals โšก AI Lesson
ResNet Evolution. ResNet vs. VGG: Why Residual Networks Became the Backbone of Modern AI. ResNet.
AI Podcast Series. Byte Goose AI. Beginner 1mo ago
Top Skills You Need to Work in AI (Beginner to Pro 2026)
ML Fundamentals
Top Skills You Need to Work in AI (Beginner to Pro 2026)
AI Study Hub Beginner 1mo ago
Entities Are the Past: Search Is Going Multidimensional by Tom Anthony | MozCon 2023
ML Fundamentals โšก AI Lesson
Entities Are the Past: Search Is Going Multidimensional by Tom Anthony | MozCon 2023
Moz Beginner 1mo ago
How to Become an AI Engineer Fast
ML Fundamentals โšก AI Lesson
How to Become an AI Engineer Fast
Tech With Tim Beginner 1mo ago
Top Skill Hiring Managers Look for in AI Engineers
ML Fundamentals โšก AI Lesson
Top Skill Hiring Managers Look for in AI Engineers
codebasics Intermediate 1mo ago
How do you find the balance between too much and too little in code and process reviews?
ML Fundamentals โšก AI Lesson
How do you find the balance between too much and too little in code and process reviews?
freeCodeCamp.org Intermediate 1mo ago
Bayesian Linear Regression
ML Fundamentals โšก AI Lesson
Bayesian Linear Regression
DataMListic Beginner 1mo ago
๐ŸŽง LoFi Beats for Coding & Focus: Calm Beats to Study, Build, and Think
ML Fundamentals โšก AI Lesson
๐ŸŽง LoFi Beats for Coding & Focus: Calm Beats to Study, Build, and Think
DeepLearning.AI Intermediate 1mo ago
Temporal Networks, Where Page Rank meets Lord of the Rings - Computerphile
ML Fundamentals โšก AI Lesson
Temporal Networks, Where Page Rank meets Lord of the Rings - Computerphile
Computerphile Intermediate 1mo ago
The Math That Kills Trillion-Parameter AI Models
ML Fundamentals โšก AI Lesson
The Math That Kills Trillion-Parameter AI Models
Code 4 AI Advanced 1mo ago
Every DevOps Engineer Should Know AIOps [FREE LABs]
ML Fundamentals
Every DevOps Engineer Should Know AIOps [FREE LABs]
KodeKloud Beginner 1mo ago
How Linear Algebra Powers Machine Learning (ML)
ML Fundamentals โšก AI Lesson
How Linear Algebra Powers Machine Learning (ML)
IBM Technology Beginner 1mo ago
5 FREE Machine Learning Courses with Certificates (Start Now!)
ML Fundamentals โšก AI Lesson
5 FREE Machine Learning Courses with Certificates (Start Now!)
Analytics Vidhya Beginner 1mo ago
CS50 for Business - Lecture 4 - Approaching Artificial Intelligence
ML Fundamentals โšก AI Lesson
CS50 for Business - Lecture 4 - Approaching Artificial Intelligence
CS50 Beginner 1mo ago
How Neural Networks Work? | AI Basics in Tamil
ML Fundamentals
How Neural Networks Work? | AI Basics in Tamil
Arivi by HCL GUVI Beginner 1mo ago
Machine Learning Full Course - Learn Machine Learning (2026) | Machine Learning Tutorial | Edureka
ML Fundamentals
Machine Learning Full Course - Learn Machine Learning (2026) | Machine Learning Tutorial | Edureka
edureka! Beginner 1mo ago
Session 10: Non-conservative Processes in Estuaries/ Groundwater/Hydrothermal
ML Fundamentals โšก AI Lesson
Session 10: Non-conservative Processes in Estuaries/ Groundwater/Hydrothermal
MIT OpenCourseWare Intermediate 1mo ago
Session 14: Primary Production (2)
ML Fundamentals โšก AI Lesson
Session 14: Primary Production (2)
MIT OpenCourseWare Intermediate 1mo ago
How Do Diffusion Models Work
ML Fundamentals
How Do Diffusion Models Work
Insightforge | AI & Data Science Beginner 1mo ago
How CNNs Actually "See" Images
ML Fundamentals โšก AI Lesson
How CNNs Actually "See" Images
Insightforge | AI & Data Science Intermediate 1mo ago
User Questions Can Reveal Your Documentation Gaps
ML Fundamentals โšก AI Lesson
User Questions Can Reveal Your Documentation Gaps
Real Python Beginner 1mo ago
Automate Exploratory Data Analysis & Invent Python Comprehensions | Real Python Podcast #288
ML Fundamentals โšก AI Lesson
Automate Exploratory Data Analysis & Invent Python Comprehensions | Real Python Podcast #288
Real Python Beginner 1mo ago
MCP Dev Summit [Day 2] ft AWS, Docker, & Datadog
ML Fundamentals
MCP Dev Summit [Day 2] ft AWS, Docker, & Datadog
MLOps.community Intermediate 1mo ago
Neural Networks as Cellular Sheaves: Bidirectional Flow and the Sheaf Laplacian.
ML Fundamentals
Neural Networks as Cellular Sheaves: Bidirectional Flow and the Sheaf Laplacian.
AI Podcast Series. Byte Goose AI. Advanced 1mo ago
Deep Learning Interview Questions and Answers | Complete DL Interview Prep Guide
ML Fundamentals โšก AI Lesson
Deep Learning Interview Questions and Answers | Complete DL Interview Prep Guide
Analytics Vidhya Beginner 1mo ago
Activation Functions in Neural Networks - Explained
ML Fundamentals
Activation Functions in Neural Networks - Explained
DataMListic Beginner 1mo ago
Machine Learning vs Deep Learning Explained in 10 Minutes ๐Ÿง  (Beginner Friendly!)
ML Fundamentals โšก AI Lesson
Machine Learning vs Deep Learning Explained in 10 Minutes ๐Ÿง  (Beginner Friendly!)
AI Study Hub Beginner 1mo ago
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