My Blog

Insights on Data Science, Machine Learning, and Software Engineering

NLP

Deploying Large Language Models on iOS

How I built a personalized LLM on iOS using Google PaLM 2 and CoreML, achieving 85% query resolution rate.

Jan 1, 1970
12 min read
NLPiOSLLM
Read More
Backend

Microservices Architecture for High-Traffic Applications

Designing and deploying microservices that handle 10K+ concurrent requests with 65% latency reduction using Redis caching and optimization.

Jan 1, 1970
11 min read
MicroservicesArchitecturePerformance
Read More
MLOps

From Jupyter Notebook to Production: ML Deployment Guide

A practical guide to deploying machine learning models at scale, covering Docker, Kubernetes, monitoring, and A/B testing strategies.

Jan 1, 1970
15 min read
MLOpsDeploymentDevOps
Read More
Machine Learning

Building a Multi-Modal Computer Vision Pipeline

Deep dive into architecting an end-to-end ML pipeline that processes 40K+ images with 92% accuracy using ResNet-50 and dimensionality reduction techniques.

Jan 1, 1970
8 min read
Computer VisionPyTorchML
Read More
Data Engineering

Scaling Data Pipelines to Process 3TB Daily

Lessons learned from building production-grade data systems that serve 50K+ users with 99.9% uptime using MongoDB, PostgreSQL, and Redis.

Jan 1, 1970
10 min read
Data EngineeringAWSScalability
Read More
Data Science

Time Series Forecasting for Inventory Optimization

Building predictive models that reduced carrying costs by $75K annually through analyzing 1M+ sales records using Python and statistical techniques.

Jan 1, 1970
9 min read
Time SeriesForecastingPython
Read More