Speculative Decoding for LLM Acceleration
You've probably hit this wall: your LLM inference is fast enough for individual tokens, but generating a 500-token response feels sluggish.
Read Article
AI & Machine Learning
Archive
Learn. Build. Deploy.
Structured guides and deep dives across Python, AI/ML, automation, and modern infrastructure. From first principles to production.
All Articles
AI & Machine Learning
Python Fundamentals
Claude Code
MLOps & Infrastructure
Python Fundamentals
MLOps & Infrastructure
Python Fundamentals
MLOps & Infrastructure
Claude Code
Python Fundamentals
Learn. Build. Deploy.
524 articles
AI & Machine Learning
Python Fundamentals
CSV, Excel, and YAML Processing in Python
Handle real-world CSV edge cases, read and write Excel spreadsheets with openpyxl, and manage YAML configuration files safely with proper security practices.
Read Article Claude Code
Behavior-First Debugging: Metrics and Logs Before Code
You've been staring at the stack trace for twenty minutes. The error message is there—clear as day—but it's not telling you why it's happening.
Read Article MLOps & Infrastructure
Triton Inference Server: Multi-Model Serving Architecture
You've built a killer ML model. It crushes benchmarks on your GPU, latency is sub-100ms, and accuracy meets spec.
Read Article Python Fundamentals
JSON Processing in Python with Pydantic Validation
Go beyond basic json.loads() with Pydantic models that provide type safety, automatic coercion, and structured validation for JSON data at every boundary of your application.
Read Article MLOps & Infrastructure
vLLM Production Deployment: Architecture and Configuration Guide
You've built an impressive LLM application. Your prototype works locally.
Read Article Python Fundamentals
Python Pathlib: Modern Path Handling
Replace fragile string-based file paths with Python's pathlib module for cross-platform, object-oriented path handling that makes your code cleaner and more maintainable.
Read Article MLOps & Infrastructure
TensorRT-LLM Optimization: NVIDIA’s Inference Stack Deep Dive
You're running a language model in production and watching your inference latencies climb. Each request sits in a queue.
Read Article Claude Code
Backward Compatibility Risk Review with Claude Code
You've just merged a feature branch. The code looks solid—tests pass, the logic is clean, and your team gave it thumbs up in the PR review.
Read Article Python Fundamentals
Reading and Writing Files in Python
Master Python file operations from the ground up, including read/write modes, context managers, encoding handling, and production-ready patterns for text and binary files.
Read Article