Naveen Kumar Birru
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Posts tagged "machine-learning"

9 posts found

Distributed AI Training: Scaling Model Development

January 21, 2026

Practical patterns for distributed training of large models, from data parallelism to pipeline parallelism and efficient collective communication.

aimachine-learningdistributed-systemsperformancemlops

ML Security Analytics: Real-Time Threat Detection at Scale

May 19, 2024

Building machine learning systems for security analytics that can detect threats in real-time across massive data streams

machine-learningai-securitysecuritydistributed-systemsperformance

RAG Architecture Patterns: Building Retrieval-Augmented Generation Systems

March 15, 2024

Comprehensive guide to RAG system architecture including retrieval strategies, chunking techniques, and production optimization patterns

llmaivector-databasesmachine-learningdistributed-systems

Prompt Engineering Best Practices: From Basics to Advanced Techniques

February 18, 2024

Comprehensive guide to prompt engineering including techniques, patterns, and evaluation methods for production LLM applications

llmprompt-engineeringaimachine-learning

LLMs in Production: From Prototype to Scale

January 14, 2024

Practical guide to deploying and operating Large Language Models in production environments, including infrastructure, optimization, and reliability patterns

llmaimachine-learningperformancedistributed-systems

Vector Databases for AI Applications: Architecture, Implementation, and Best Practices

April 22, 2023

A comprehensive guide to vector databases, from fundamentals to production deployment for AI-powered applications

aivector-databasesmachine-learningdistributed-systemsperformance

Building Production-Ready Bot Detection Engines: Behavioral Analysis at Scale

March 18, 2023

Deep dive into designing and implementing bot detection systems using behavioral analysis, fingerprinting, and machine learning

securitymachine-learningdistributed-systemsperformanceai-security

Machine Learning for Real-Time Threat Detection: From Theory to Production

February 12, 2023

Practical insights on deploying ML models for real-time threat detection, including feature engineering, model selection, and performance optimization

machine-learningsecurityai-securityperformancedistributed-systems

AI/ML in Production: Building Platforms That Actually Work

May 22, 2021

Real-world strategies for deploying and scaling machine learning systems in production, from model serving to feature pipelines and monitoring.

aimachine-learningplatform-engineeringscalabilitypython

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