Foundations

ML Fundamentals

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

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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
How to Become an AI Engineer FAST (2026) | AI Engineering Roadmap
ML Fundamentals โšก AI Lesson
How to Become an AI Engineer FAST (2026) | AI Engineering Roadmap
Sajjaad Khader Beginner 1mo ago
AI Engineers: How to Start and Transit into AI/ML Roles in 2026?
ML Fundamentals
AI Engineers: How to Start and Transit into AI/ML Roles in 2026?
AI Coach John (Tamil) Beginner 1mo ago
Java vs Python | Which is Better in 2026? | Java vs Python: Key Differences #shorts #simplilearn
ML Fundamentals
Java vs Python | Which is Better in 2026? | Java vs Python: Key Differences #shorts #simplilearn
Simplilearn Beginner 1mo ago
Python Threads Slow? The Hidden Reason | GIL Explained in Tamil
ML Fundamentals
Python Threads Slow? The Hidden Reason | GIL Explained in Tamil
Adi Explains Beginner 1mo ago
Famous Computer Science Algorithms - Full Course
ML Fundamentals โšก AI Lesson
Famous Computer Science Algorithms - Full Course
Tech With Tim Beginner 1mo ago
Trackio Tutorial: Hugging Face's new, FREE experiment tracking library
ML Fundamentals
Trackio Tutorial: Hugging Face's new, FREE experiment tracking library
Hugging Face Beginner 1mo ago
Deep  Learning Engineer Roadmap 2026 | How to become Deep Learning Engineer in 2026 ? #simplilearn
ML Fundamentals
Deep Learning Engineer Roadmap 2026 | How to become Deep Learning Engineer in 2026 ? #simplilearn
Simplilearn Beginner 1mo ago
How AI Learns to Recognize Faces
ML Fundamentals
How AI Learns to Recognize Faces
Insightforge | AI & Data Science Beginner 1mo ago
K-Means Clustering Explained Simply ๐Ÿค–
ML Fundamentals โšก AI Lesson
K-Means Clustering Explained Simply ๐Ÿค–
Analytics Vidhya Beginner 1mo ago
Spearman Rank Correlation Explained: Nonparametric Statistics Made Easy
ML Fundamentals
Spearman Rank Correlation Explained: Nonparametric Statistics Made Easy
CodeLucky Beginner 1mo ago
Wilcoxon Signed-Rank Test: The Paired t-Test Alternative (Statistics Tutorial)
ML Fundamentals
Wilcoxon Signed-Rank Test: The Paired t-Test Alternative (Statistics Tutorial)
CodeLucky Beginner 1mo ago
How Important are Benchmarks in Deep Learning?
ML Fundamentals
How Important are Benchmarks in Deep Learning?
Deep Learning with Yacine Beginner 1mo ago
5 YouTube Channels to Master Machine Learning in 2026 ๐Ÿš€
ML Fundamentals
5 YouTube Channels to Master Machine Learning in 2026 ๐Ÿš€
Analytics Vidhya Beginner 1mo ago
This is the new king of Continuous Integration for Software Developers. Faster and Better.
ML Fundamentals
This is the new king of Continuous Integration for Software Developers. Faster and Better.
Underfitted Beginner 1mo ago
The Easiest ML Algorithm Explained KNN
ML Fundamentals
The Easiest ML Algorithm Explained KNN
Insightforge | AI & Data Science Beginner 1mo ago
Random Forests - Explained
ML Fundamentals
Random Forests - Explained
DataMListic Beginner 1mo ago
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
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
Clear Thinking Beats Any AI Coding Tool
ML Fundamentals โšก AI Lesson
Clear Thinking Beats Any AI Coding Tool
Real Python Beginner 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
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
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
Type I Error Explained: Understanding False Positives & Alpha in Statistics
ML Fundamentals
Type I Error Explained: Understanding False Positives & Alpha in Statistics
CodeLucky Beginner 1mo ago
Test Statistic Explained: Standardized Sample Statistic (Z-Score & T-Score)
ML Fundamentals
Test Statistic Explained: Standardized Sample Statistic (Z-Score & T-Score)
CodeLucky Beginner 1mo ago
Types of Alternative Hypotheses: Two-Tailed vs Left-Tailed vs Right-Tailed
ML Fundamentals
Types of Alternative Hypotheses: Two-Tailed vs Left-Tailed vs Right-Tailed
CodeLucky Beginner 1mo ago
T-Distribution Explained: When Sigma Is Unknown (Statistics 101)
ML Fundamentals
T-Distribution Explained: When Sigma Is Unknown (Statistics 101)
CodeLucky Beginner 1mo ago
Finding Normal Probabilities P(Xโ‰บx) | Statistics Tutorial
ML Fundamentals
Finding Normal Probabilities P(Xโ‰บx) | Statistics Tutorial
CodeLucky Beginner 1mo ago
How to Find Probability Using Z-Table: P(Z โ‰บ z) Explained
ML Fundamentals
How to Find Probability Using Z-Table: P(Z โ‰บ z) Explained
CodeLucky Beginner 1mo ago
8 vs 100K Neurons Explained
ML Fundamentals โšก AI Lesson
8 vs 100K Neurons Explained
Insightforge | AI & Data Science 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
Bayes Theorem Explained
ML Fundamentals โšก AI Lesson
Bayes Theorem Explained
Insightforge | AI & Data Science Beginner 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
How Do Diffusion Models Work
ML Fundamentals
How Do Diffusion Models Work
Insightforge | AI & Data Science Beginner 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
Bayesian Linear Regression
ML Fundamentals โšก AI Lesson
Bayesian Linear Regression
DataMListic 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
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
๐Ÿ“š Coursera Courses Opens on Coursera ยท Free to audit
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Scikit-Learn to Solve Regression Machine Learning Problems
๐Ÿ“š Coursera Course โ†—
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Scikit-Learn to Solve Regression Machine Learning Problems
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Linear Regression with R: Build & Optimize
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Linear Regression with R: Build & Optimize
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Python Fundamentals: Apply Data Structures
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Python Fundamentals: Apply Data Structures
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Build Robust Java ML Models with Entropy
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Self-paced
Build Robust Java ML Models with Entropy
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Introduction to Statistics & Data Analysis in Public Health
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Introduction to Statistics & Data Analysis in Public Health
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Java Programming Essentials
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Java Programming Essentials
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