Foundations

ML Fundamentals

Neural networks, backpropagation, gradient descent — 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

Showing 1,223 reads from curated sources

The 1650% Spike: Why Machine Learning is your Best FinOps Tool
Medium · Machine Learning 📐 ML Fundamentals ⚡ AI Lesson 2w ago
The 1650% Spike: Why Machine Learning is your Best FinOps Tool
Day 68. Finding hidden anomalies in my #100DaysOfCloud AWS account. Continue reading on Medium »
The Shelf Life of a Deployed Model — What’s Actually Inside Your Pickle File?
Medium · Machine Learning 📐 ML Fundamentals ⚡ AI Lesson 2w ago
The Shelf Life of a Deployed Model — What’s Actually Inside Your Pickle File?
What latent space, pickle files, and interest rates have to do with your next regulatory exam. Continue reading on Medium »
The Shelf Life of a Deployed Model — What’s Actually Inside Your Pickle File?
Medium · Data Science 📐 ML Fundamentals ⚡ AI Lesson 2w ago
The Shelf Life of a Deployed Model — What’s Actually Inside Your Pickle File?
What latent space, pickle files, and interest rates have to do with your next regulatory exam. Continue reading on Medium »
6 Python Features That Quietly Destroy Bad Code Habits
Medium · Python 📐 ML Fundamentals ⚡ AI Lesson 2w ago
6 Python Features That Quietly Destroy Bad Code Habits
No more messy scripts just smarter, cleaner logic from day one Continue reading on CodeToDeploy »
You Don’t Need Docker to Run an MCP Server
Medium · LLM 📐 ML Fundamentals ⚡ AI Lesson 2w ago
You Don’t Need Docker to Run an MCP Server
There’s a quiet assumption that has spread through the local AI community: that MCP (Model Context Protocol) servers need to live inside… Continue reading on Me
Dev.to AI 📐 ML Fundamentals ⚡ AI Lesson 2w ago
How I Use Multiple AI Models in Real Workflows
One model for everything is usually the wrong strategy. <img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cform
Towards Data Science 📐 ML Fundamentals ⚡ AI Lesson 2w ago
PyTorch NaNs Are Silent Killers — So I Built a 3ms Hook to Catch Them at the Exact Layer
NaNs don’t crash your training — they quietly destroy it. After losing hours to a silent failure in a ResNet training run, I built a lightweight detector that p
Ekstraksi Signature Keywords dari Steam Game Reviews via TF-IDF
Medium · Python 📐 ML Fundamentals ⚡ AI Lesson 2w ago
Ekstraksi Signature Keywords dari Steam Game Reviews via TF-IDF
Steam, platform distribusi game digital terbesar di dunia, menampung lebih dari 50.000 judul game dengan jutaan ulasan dari penggunanya… Continue reading on Med
Dev.to AI 📐 ML Fundamentals ⚡ AI Lesson 2w ago
How to Implement AI-Powered Pricing Engines: A Step-by-Step Guide
How to Implement AI-Powered Pricing Engines: A Step-by-Step Guide You've heard about the benefits of dynamic pricing powered by artificial intelligence, and you
MLflow vs Kubeflow vs W&B: Which MLOps Tool Fits Your Stack?
Medium · Data Science 📐 ML Fundamentals ⚡ AI Lesson 2w ago
MLflow vs Kubeflow vs W&B: Which MLOps Tool Fits Your Stack?
TL;DR: MLflow, Kubeflow, and Weights & Biases solve fundamentally different problems. MLflow is your experiment ledger. Kubeflow is your… Continue reading on Me
Why Autograd Matters in Deep Learning?
Medium · Data Science 📐 ML Fundamentals ⚡ AI Lesson 2w ago
Why Autograd Matters in Deep Learning?
If I asked you to calculate the derivative of a single nested function, you would probably reach for a pen. Continue reading on Medium »
Medium · Machine Learning 📐 ML Fundamentals ⚡ AI Lesson 2w ago
Understanding Token Classification in NLP: From Words to Meaning
Understanding Token Classification in NLP: From Words to Meaning Continue reading on Medium »
Medium · NLP 📐 ML Fundamentals ⚡ AI Lesson 2w ago
Understanding Token Classification in NLP: From Words to Meaning
Understanding Token Classification in NLP: From Words to Meaning Continue reading on Medium »
Choosing the Right Model (Not the Best One)
Dev.to · Siddhartha Reddy 📐 ML Fundamentals ⚡ AI Lesson 2w ago
Choosing the Right Model (Not the Best One)
The best model is rarely the right model. And chasing it is one of the biggest mistakes in...
#08, It's Not That Hard~ Conditionals and Loops (Chapter 04, Sec 01, 02)
Dev.to · Hanna 📐 ML Fundamentals ⚡ AI Lesson 2w ago
#08, It's Not That Hard~ Conditionals and Loops (Chapter 04, Sec 01, 02)
Textbook: Self-Study Java (by Shin Yong-kwon) Sections: Chapter 04 Sec 01, Sec 02, Chapter Review...
How Machine Learning Improves Decision-Making in Businesses
Medium · Data Science 📐 ML Fundamentals ⚡ AI Lesson 2w ago
How Machine Learning Improves Decision-Making in Businesses
In today’s fast-moving digital economy, businesses are no longer relying on instinct alone to make critical decisions. Instead, they are… Continue reading on Me
Demystifying AI for Developers: Beyond the Hype
Dev.to · Matheus 📐 ML Fundamentals ⚡ AI Lesson 2w ago
Demystifying AI for Developers: Beyond the Hype
It's a question that echoes through tech conferences and LinkedIn feeds: "Is AI the future?" For...
04.08. Mengurutkan Tiga Integer
Medium · Python 📐 ML Fundamentals ⚡ AI Lesson 2w ago
04.08. Mengurutkan Tiga Integer
Oleh : #bayuyudhasaputra Continue reading on Medium »
How to Use Claude Code for Free (No GPU, No Subscription, No Limits)
Medium · Machine Learning 📐 ML Fundamentals ⚡ AI Lesson 2w ago
How to Use Claude Code for Free (No GPU, No Subscription, No Limits)
Most developers are stuck between two bad options: Continue reading on Medium »
Medium · Machine Learning 📐 ML Fundamentals ⚡ AI Lesson 2w ago
Theoretical Foundations of Deep Learning: Why Neural Networks Actually Work
A deep lecture-style guide to entropy, KL divergence, probability distributions, optimization, and the manifold hypothesis behind modern… Continue reading on Me
7 Python Projects You Can Build in One Night
Medium · Data Science 📐 ML Fundamentals ⚡ AI Lesson 2w ago
7 Python Projects You Can Build in One Night
Fast builds with real takeaways. Continue reading on Stackademic »
7 Python Projects You Can Build in One Night
Medium · Programming 📐 ML Fundamentals ⚡ AI Lesson 2w ago
7 Python Projects You Can Build in One Night
Fast builds with real takeaways. Continue reading on Stackademic »
Building Production-Quality APIs for ML Systems
Medium · Machine Learning 📐 ML Fundamentals ⚡ AI Lesson 2w ago
Building Production-Quality APIs for ML Systems
Most ML models never make it to production. Of those that do, most fail not because the model was wrong — but because the system around it… Continue reading on
Cyclical Immersion (PKM)
Medium · Deep Learning 📐 ML Fundamentals ⚡ AI Lesson 2w ago
Cyclical Immersion (PKM)
How to Immerse by Returning Continue reading on A Voice in the Conversation »
🔮 PRISM - AI-Powered Edge Orchestration & Distributed Inference
Dev.to · Francisco Molina 📐 ML Fundamentals ⚡ AI Lesson 2w ago
🔮 PRISM - AI-Powered Edge Orchestration & Distributed Inference
Deploy ML models at the edge with real-time sync, automatic conflict resolution, and zero...
How I Built a Cross-Domain Recommendation System That Connects Books and Movies
Medium · Machine Learning 📐 ML Fundamentals ⚡ AI Lesson 2w ago
How I Built a Cross-Domain Recommendation System That Connects Books and Movies
What I learned building a recommendation engine that bridges two of my favorite things Continue reading on Medium »
Dev.to AI 📐 ML Fundamentals ⚡ AI Lesson 2w ago
Anomaly Detection in Bitcoin Network Using Unsupervised Learning Methods
Medium · AI 📐 ML Fundamentals ⚡ AI Lesson 2w ago
I Built an AI That Can Tell If You’re Talking to a Robot or a Real Person
How I used CNNs and mel-spectrograms to classify human speech vs voicemail messages, and what I learned building it Continue reading on Medium »
Build a Real-Time Predictive Maintenance Model with Natural Language in Snowflake ML
Medium · Machine Learning 📐 ML Fundamentals ⚡ AI Lesson 2w ago
Build a Real-Time Predictive Maintenance Model with Natural Language in Snowflake ML
Manufacturing downtime costs the global economy an estimated $50 billion annually. The fix is well-understood: instrument your machines… Continue reading on Sno
How I Built a Machine Learning System to Predict Credit Scores
Medium · Machine Learning 📐 ML Fundamentals ⚡ AI Lesson 2w ago
How I Built a Machine Learning System to Predict Credit Scores
Your credit score is one of the most important numbers in your financial life. It determines whether a bank will give you a loan, what… Continue reading on Medi
How I Built a Machine Learning System to Predict Credit Scores
Medium · Data Science 📐 ML Fundamentals ⚡ AI Lesson 2w ago
How I Built a Machine Learning System to Predict Credit Scores
Your credit score is one of the most important numbers in your financial life. It determines whether a bank will give you a loan, what… Continue reading on Medi
Chapter 8: RMS Normalisation and Residual Connections
Dev.to · Gary Jackson 📐 ML Fundamentals ⚡ AI Lesson 2w ago
Chapter 8: RMS Normalisation and Residual Connections
Add two stabilisation patterns deep networks need: RMSNorm to keep activations bounded, and residual connections to give gradients a highway.
Stop Treating Randomness as a Black Box in Java
Medium · Programming 📐 ML Fundamentals ⚡ AI Lesson 2w ago
Stop Treating Randomness as a Black Box in Java
In software development, we often treat randomness as a black box. We call a method, get a value, and move on. However, in the Java… Continue reading on Medium
Integrating Core ML Models in Production iOS Apps
Hackernoon 📐 ML Fundamentals ⚡ AI Lesson 2w ago
Integrating Core ML Models in Production iOS Apps
Production Core ML deployment needs more than dragging a model into Xcode. This article covers 5 battle-tested patterns: ML service abstraction, lazy model load
Machine Learning Driven Crop Yield Prediction with NLP-Based Insight
Dev.to · CHITTIPROLU DAKSHAYANI 📐 ML Fundamentals ⚡ AI Lesson 2w ago
Machine Learning Driven Crop Yield Prediction with NLP-Based Insight
Machine Learning Driven Crop Yield Prediction with NLP-Based Insight is a smart agriculture system....
Tokenizer-Aware Markdown Chunking That Doesn't Shred Tables
Dev.to · Gabriel Anhaia 📐 ML Fundamentals ⚡ AI Lesson 2w ago
Tokenizer-Aware Markdown Chunking That Doesn't Shred Tables
Why fixed 512-token splits cut tables in half, and a Python splitter that respects H2/H3, paragraphs, and sentences with a soft token budget.
Evaluating Word2Vec Performance in Real-World NLP Tasks
Medium · Machine Learning 📐 ML Fundamentals ⚡ AI Lesson 2w ago
Evaluating Word2Vec Performance in Real-World NLP Tasks
Course : Natural Language Processing and Cognitive Computing Continue reading on Medium »
Evaluating Word2Vec Performance in Real-World NLP Tasks
Medium · Data Science 📐 ML Fundamentals ⚡ AI Lesson 2w ago
Evaluating Word2Vec Performance in Real-World NLP Tasks
Course : Natural Language Processing and Cognitive Computing Continue reading on Medium »
AWS Machine Learning 📐 ML Fundamentals ⚡ AI Lesson 2w ago
Build and deploy an automatic sync solution for Amazon Bedrock Knowledge Bases
In this post, we explore an automated solution that detects S3 events and triggers ingestion jobs while respecting service quotas and providing comprehensive mo
Medium · Machine Learning 📐 ML Fundamentals ⚡ AI Lesson 2w ago
The Future of Artificial Intelligence: How Machine Learning is Transforming the World
Artificial Intelligence (AI) is no longer just a concept of the future; it is already shaping the present. Continue reading on Medium »
Confidence Scores: Helpful Signal or Hidden Policy?
Medium · Machine Learning 📐 ML Fundamentals ⚡ AI Lesson 2w ago
Confidence Scores: Helpful Signal or Hidden Policy?
Confidence thresholds look harmless — right up until they decide what gets ignored. Continue reading on Medium »
Inside the ML Engine: How AI Learns
Medium · Machine Learning 📐 ML Fundamentals ⚡ AI Lesson 2w ago
Inside the ML Engine: How AI Learns
ML100 — Blog 2: A guide to moving from a “passive passenger” to an “informed operator” of Machine Learning. Continue reading on Medium »
My AI Database Just Got Production-Ready: 3 Features That Changed Everything
Dev.to · Charles Wu 📐 ML Fundamentals ⚡ AI Lesson 2w ago
My AI Database Just Got Production-Ready: 3 Features That Changed Everything
seekdb 1.2.0 isn’t just another version bump. It’s the difference between “cool prototype”...
How I Forecast Financial Markets
Medium · Machine Learning 📐 ML Fundamentals ⚡ AI Lesson 2w ago
How I Forecast Financial Markets
The Guide to my Forecasting Methodology With Chart Examples Continue reading on Medium »
Dev.to AI 📐 ML Fundamentals ⚡ AI Lesson 2w ago
How to Implement AI Demand Forecasting: A Step-by-Step Tutorial
From Data to Predictions Building an effective demand forecasting system might seem daunting, but breaking it down into manageable steps makes the process appro
Dev.to AI 📐 ML Fundamentals ⚡ AI Lesson 2w ago
Speaker Diarization Explained: How AI Knows Who Said What
Speaker diarization is the part of the pipeline that answers one simple question: who spoke when? If you work with meetings, interviews, podcasts, sales calls,
I built a Bitcoin price forecasting model that achieves 0.55% error, here is everything I learned
Medium · Deep Learning 📐 ML Fundamentals ⚡ AI Lesson 2w ago
I built a Bitcoin price forecasting model that achieves 0.55% error, here is everything I learned
A full walkthrough of training a stacked LSTM on 2 million minutes of Coinbase data, the mistakes that cost me hours and hours, and how I… Continue reading on M
Constrained Optimization with PuLP: A Practical Guide for Data Scientists
Medium · Data Science 📐 ML Fundamentals ⚡ AI Lesson 2w ago
Constrained Optimization with PuLP: A Practical Guide for Data Scientists
Ever wonder how a logistics company decides which of its 500 trucks takes which 50 packages? Continue reading on Medium »