From Mudslides to Manifests: Structuring Real-time Logistics Impact with Generative AI in Nepal Master the art of designing robust LLM prompts and post-processing pipelines to extract actionable, structured events from real-time unstructured…
Beyond Synchronous Loops: Building a Resilient, Concurrent CLI for 10K RPM Data Ingestion You know the drill: you’ve got a list of external API endpoints or RSS feeds, and your data pipeline needs to ingest data from all of them, frequ…
Proactive Anomaly Detection: Safeguarding Production Systems from External API Drifts with CUSUM Leverage Cumulative Sum (CUSUM) control charts to proactively detect subtle, persistent shifts in external API data streams, ensuring the integri…
Scaling Implicit Recommendations: ALS and Annoy in Production I remember a time when our explicit rating system was barely limping along, struggling to provide meaningful recommendations because, let's b…
Unlocking Hidden Value: Building a Resilient Pipeline for Nepal Rastra Bank PDF Data Extraction Have you ever spent hours manually sifting through Nepal Rastra Bank's (NRB) Quarterly Economic Bulletins, painstakingly copying numbers from…
Production-Ready FastAPI: Aggregating PyPI Stats with Pydantic, Async, and Smart Caching I've spent countless hours building APIs that serve data from various external sources. It’s a common scenario: you need to expose curated da…
Beyond Simple Categories: Building a Resilient NLP Pipeline for Unstructured Financial Data Have you ever found yourself staring at a wall of unstructured text – perhaps a stream of API logs, a news feed, or even your own bank statements…
Quantizing DistilBERT for Real-time Edge Inference: A Practical Guide to TinyML Text Classification Master the art of quantizing small, pre-trained transformer models (like DistilBERT) to deploy efficient, real-time text classification on resour…
From Cloud to Kathmandu: Architecting Quantized LLM Inference on the Edge for Nepali Businesses Have you ever felt the friction between the immense potential of large language models and the stark realities of deploying them in resource-cons…
Beyond `dict.get()`: Building a Resilient Data Cleaning Pipeline for Inconsistent API Streams Leverage Pydantic for declarative schema validation and robust type coercion, combined with Pandas for efficient transformation, to construct a r…