Introduction: Evaluating LLM outputs is fundamentally different from traditional ML evaluation. There’s no single ground truth for creative tasks, quality is subjective, and outputs vary with each generation. Yet rigorous evaluation is essential for production systems—you need to know if your prompts are working, if model changes improve quality, and if your system meets user […]
Read more →Category: Emerging Technologies
Emerging technologies include a variety of technologies such as educational technology, information technology, nanotechnology, biotechnology, cognitive science, psychotechnology, robotics, and artificial intelligence.
Fine-Tuning Large Language Models: A Complete Guide to LoRA and QLoRA
Master parameter-efficient fine-tuning with LoRA and QLoRA. Learn how to customize LLMs like Llama 3 and Mistral on consumer hardware with step-by-step implementation guides.
Read more →Text-to-SQL with LLMs: Building Natural Language Database Interfaces
Introduction: Natural language to SQL is one of the most practical LLM applications. Business users can query databases without knowing SQL, analysts can explore data faster, and developers can prototype queries quickly. But naive implementations fail spectacularly—generating invalid SQL, hallucinating table names, or producing queries that return wrong results. This guide covers building robust text-to-SQL […]
Read more →AWS DevOps and Infrastructure as Code: CDK, CloudFormation, Terraform, and CI/CD (Part 6 of 6)
Infrastructure as Code (IaC) enables you to manage AWS resources through code, providing version control, repeatability, and collaboration. This guide compares AWS CDK, CloudFormation, and Terraform with production-ready examples. 📚 AWS FUNDAMENTALS SERIES – FINAL PART This is the final part of a 6-part series covering AWS Cloud Platform. Part 1: Fundamentals Part 2: Compute […]
Read more →Microservices Architecture Patterns for Enterprise Applications
Microservices Architecture Overview Core Design Patterns 1. Database per Service Pattern 2. API Gateway Pattern 3. Saga Pattern (Distributed Transactions) Communication Patterns Resilience Patterns Observability Patterns Common Anti-Patterns to Avoid Migration Strategy: Monolith to Microservices Conclusion
Read more →AWS Security and Compliance: KMS, WAF, Shield, and GuardDuty (Part 5 of 6)
Security is a shared responsibility in AWS. This guide covers AWS security services including IAM deep dive, KMS encryption, WAF, Shield, and security monitoring—with production-ready configurations. 📚 AWS FUNDAMENTALS SERIES This is Part 5 of a 6-part series covering AWS Cloud Platform. Part 1: Fundamentals Part 2: Compute Services Part 3: Storage & Databases Part […]
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