AI-Powered DORA Metrics Explorer

Organization: Personal Project

Location: India

Project Type: Individual

Duration: Jun 2025

Role: AI/ML Engineer

Project Description

Developing a web apps prototype using LLM-RAG architecture to analyze DORA metrics and provide actionable insights for stakeholders. This tool is expected to process DORA metrics including deployment frequency, lead time, change failure rate, and time to restore service metrics to support analysis, to identify bottlenecks and improvement opportunities. It uses a sophisticated RAG system to provide context-aware recommendations based on industry best practices and historical data.

Detailed Tasks

Detailed Tasks (expected to be completed)

Core Skills

Gen AI
Large Language Models
Prompt Engineering
Machine Learning
Data Science
Retrieval Augmented Generation
LLM Development
RAG Architecture
Data Pipeline Development
Performance Optimization
CI/CD Integration
Dashboard Development

Tech Stack

Frontend

  • HTML5
  • CSS3
  • Bootstrap

Backend

  • Python
  • Flask
  • Flask Sessions

Data & ML

  • Pandas
  • CSV Processing
  • Matplotlib
  • Scikit-learn

LLM & Models

  • Ollama
  • LLaMA 3
  • Sentence Transformers
  • RAG Architecture
  • Context-Aware Processing
  • Vector Embeddings

Deployment

  • Flask Web App
  • Render
  • Railway

Business Impact

Expected Project Outcome