Building a Spam/Fraud Detection System From Rules to ML
Learn how to evolve a fraud detection engine from deterministic heuristic rules to machine learning classification models.
8/6/202622 min read
#Machine Learning
10 articles tagged with Machine Learning
Federated Learning Explained by Building a Toy Version
Understand Federated Learning by building a simple FedAvg (Federated Averaging) algorithm in TypeScript. Train ML models across edge devices without centralizing private data.
8/6/202624 min read
MLOps for a Two-Person Team: What's Actually Worth Automating
Avoid over-engineering MLOps. Learn which machine learning lifecycle tasks (tracking, deployment, monitoring) to automate for small engineering teams.
8/6/202622 min read
The Model Architecture Behind Realistic AI Video (Explained Simply)
Demystifying Diffusion Transformers (DiT). How 3D spatial-temporal patches, self-attention, Flow Matching, and VAE latents generate realistic video in 2026.
8/1/202625 min read
The Real Adoption Curve for WebGPU in Production Apps by Mid-2026
The 2026 WebGPU production adoption report. How WebGPU transformed in-browser 3D graphics, local LLM inference (WebLLM / ONNX Runtime), and video rendering.
8/1/202625 min read
Context Caching in LLM Fine-Tuning: Accelerating Iterative Training Runs
Discover how context caching changes language model fine-tuning pipelines. Learn how to cache structural data tokens during backpropagation cycles.
7/10/202612 min read
Synthetic Data Generation for Fine-Tuning Specialist Models
Real labeled data for a narrow task is often scarce, expensive, or both. Generating it synthetically works — but only if you take the quality filtering and diversity steps as seriously as the generation itself.
7/7/202611 min read
Building Local-First AI Applications with Transformers.js and WebGPU in 2026
A comprehensive developer guide to building high-performance, private, client-side AI applications utilizing Transformers.js and WebGPU hardware acceleration.
5/29/202612 min read
Bringing AI Agents to the Frontend with WebGPU in 2026
Why pay for an LLM API when your users have powerful GPUs? Learn how to run sophisticated AI agents entirely in the browser using WebGPU.
3/2/202614 min read
Postgres as a Vector DB: Do You Really Need Pinecone?
With the rise of pgvector, Postgres has become a formidable competitor to dedicated vector databases. Is it time to simplify your AI stack?
2/23/202610 min read