Foundations
ML Fundamentals
Neural networks, backpropagation, gradient descent — the maths behind AI
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Showing 1,239 reads from curated sources

Medium · Machine Learning
📐 ML Fundamentals
⚡ AI Lesson
2w ago
Building Samaritan: A Multi-Camera Real-Time Face Recognition System in Python — Part 2
Build real-time face recognition in Python with OpenCV, DeepFace, ArcFace embeddings, and live webcam-based identity matching. Continue reading on Medium »

Medium · Data Science
📐 ML Fundamentals
⚡ AI Lesson
2w ago
Building Vector Search? Why FAISS Alone Isn’t Enough
What FAISS Does Well, Where It Stops, and When to Use a Vector Database Instead Continue reading on Towards AI »

Medium · Deep Learning
📐 ML Fundamentals
⚡ AI Lesson
2w ago
Building Vector Search? Why FAISS Alone Isn’t Enough
What FAISS Does Well, Where It Stops, and When to Use a Vector Database Instead Continue reading on Towards AI »

Medium · Machine Learning
📐 ML Fundamentals
⚡ AI Lesson
2w ago
From Clustering to Forecasting: A Full-Season Data-Driven Look at the 2023 F1 Season
Decoding driving style and lap-time prediction across all 22 races, 22 drivers, and 21,279 laps. Continue reading on Medium »

Dev.to · ANKUSH CHOUDHARY JOHAL
📐 ML Fundamentals
⚡ AI Lesson
2w ago
How to Migrate a Laravel 11 App to Next.js 15 with TypeScript 5.6 and Prisma 5.20
After 14 months of benchmarking 42 production Laravel 11 monoliths, we found that migrating to...

Dev.to · Patrick Onwujekwe
📐 ML Fundamentals
⚡ AI Lesson
2w ago
Building a Real‑Time Anomaly Detection Engine for Web Traffic
Introduction Modern web applications live on the open internet, which means they’re constantly...

Dev.to · Adjerese Precious
📐 ML Fundamentals
⚡ AI Lesson
2w ago
How I Built a Real-Time HTTP Traffic Anomaly Detector for a Cloud Storage Platform
Introduction Imagine you're running a cloud storage platform that serves thousands of...

Medium · Python
📐 ML Fundamentals
⚡ AI Lesson
2w ago
Crack a Classic DSA Interview Question: Reverse a Linked List in Python!
If you’re preparing for coding interviews, this one comes up a lot: reversing a singly linked list. It’s a fundamental problem that tests… Continue reading on M

Dev.to · Timilehin Obalereko
📐 ML Fundamentals
⚡ AI Lesson
2w ago
Real-Time Anomaly Detection Engine for a Cloud Storage Platform
I built a Python daemon that watches incoming HTTP traffic in real time, learns what "normal" looks...

Medium · Machine Learning
📐 ML Fundamentals
⚡ AI Lesson
2w ago
We Built Something That Didn’t Exist. Today, We’re Sharing It With the World.
By Andrew Moore, CEO & Co-Founder, Lovelace Continue reading on Medium »

Medium · Machine Learning
📐 ML Fundamentals
⚡ AI Lesson
2w ago
My ML Model Was 97% Confident Every Time — Here’s Why That Was Actually a Problem
I trained an ML model to predict employee skill gaps and honestly the first time it ran I expected something rough. Beginner project… Continue reading on Medium

Medium · Data Science
📐 ML Fundamentals
⚡ AI Lesson
2w ago
My ML Model Was 97% Confident Every Time — Here’s Why That Was Actually a Problem
I trained an ML model to predict employee skill gaps and honestly the first time it ran I expected something rough. Beginner project… Continue reading on Medium

Medium · Programming
📐 ML Fundamentals
⚡ AI Lesson
2w ago
My ML Model Was 97% Confident Every Time — Here’s Why That Was Actually a Problem
I trained an ML model to predict employee skill gaps and honestly the first time it ran I expected something rough. Beginner project… Continue reading on Medium

Medium · Machine Learning
📐 ML Fundamentals
⚡ AI Lesson
2w ago
Quantunix AI | L’intelligence artificielle peut-elle vraiment prédire les marchés crypto ?
Algorithmes performants d’un côté, limites structurelles bien réelles de l’autre. Continue reading on Medium »

Dev.to · Kotha Deepak Reddy
📐 ML Fundamentals
⚡ AI Lesson
2w ago
From Pixels to Prescriptions: Engineering OCR Pipelines for Medical Report Simplification Using MongoDB
Team Members @k_sidharthareddy_15 | @k-deepak-544 | @nupur_madhrey_07 | @avika_kashyap |...

Dev.to · Bongho Tae
📐 ML Fundamentals
⚡ AI Lesson
2w ago
The Sous Chef Who Guesses in Batches
When Waiting Becomes the Problem You are sitting in a restaurant, watching the kitchen...

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 »

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 »

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 »

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 »
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

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

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

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 »

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...

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...

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

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...

Medium · Python
📐 ML Fundamentals
⚡ AI Lesson
2w ago
04.08. Mengurutkan Tiga Integer
Oleh : #bayuyudhasaputra Continue reading on Medium »

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
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 »
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 »

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

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 »

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...

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 »

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

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

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

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.
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