Building a Podcast Transcription Pipeline With Speaker Diarization
Build an automated speech-to-text pipeline using OpenAI Whisper and pyannote.audio for accurate multi-speaker transcription and diarization.
8/6/202622 min read
#Python
22 articles tagged with Python
Data Quality Engineering: Catching Bad Data Before It Ships
Implement automated data contract testing, Great Expectations assertions, and anomaly detection to catch corrupted data before it reaches production warehouses.
8/6/202622 min read
FastAPI BackgroundTasks vs Celery for Sending Email: Which One to Use?
A real engineering comparison of FastAPI BackgroundTasks vs Celery for sending email in 2026 — covering reliability, retries, failure handling, and when each fits.
8/6/202622 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
Model Monitoring in Production: Detecting Silent Drift
Learn how to detect Data Drift and Concept Drift in production machine learning models using Evidently AI and Kolmogorov-Smirnov statistical tests.
8/6/202622 min read
Building a Production RAG API with FastAPI and pgvector
A complete build of a retrieval-augmented generation endpoint on top of Postgres and pgvector — chunking, indexing, hybrid search, and the reranking step most tutorials skip.
7/20/202613 min read
Distillation in Practice: Turning a Frontier Model Into a Cheap Specialist
A walkthrough of taking a narrow task off an expensive frontier model and onto a small fine-tuned model that costs a fraction as much to run, using the frontier model as the teacher.
7/18/202612 min read
Python 3.13 Free-Threading: What It Means for AI Workloads
PEP 703 shipped an experimental GIL-free build of CPython. For AI backends specifically — not Python in general — here's what actually changes, and what doesn't yet.
7/17/202610 min read
FastAPI Dependency Injection Patterns for Testable AI Services
The Depends() system is the reason FastAPI test suites for LLM services can run in milliseconds without ever touching a real model API. Here's how to structure it so that stays true.
7/14/202610 min read
Multimodal Video Analysis at Scale using Gemini Pro
Index and query massive video archives. Learn how to configure Gemini Pro to automate video object, timestamp, and transcript generation.
7/12/202613 min read
Background Task Queues in FastAPI: Celery vs Arq vs Native BackgroundTasks
Three ways to run work outside the request/response cycle in a FastAPI app, and the specific traffic patterns where each one is the right — or wrong — choice.
7/11/202611 min read
The Complete MCP Server Directory: Best Community and Official Adapters
Explore a curated list of top Model Context Protocol (MCP) servers. Integrate Slack, GDrive, GitHub, Postgres, and Puppeteer tools directly with Claude Desktop.
7/10/202612 min read