Leela Akula
Machine learning Developer
I am passionate about crafting intelligent, production-ready systems that transform raw data into actionable insight.
Machine Learning engineer at Zotok
Machine Learning
- Model Architectures
- Performance Optimization
- intelligent retrieval Mechanisms.
Backend Development
- API Design & Development
- Database Architecture
- Real-time Systems
Prompt Engineering
- Designing effective prompts for LLMs
- Contextual input formatting
- Tools: LangChain, PromptFlow, PromptLayer, Guidance
Machine Learning Projects
Seller-buyer chatbot Platform
A high-performance AI-CHATBOT solution handling 100K+ daily queries with real-time inventory and ML-powered recommendations using langgraph.
Frontend Architecture
- • Streamlit
- • JS
- • Css
Backend Systems
- • Langgraph
- • Python
- • Tools
- • Azure models
- • OpenAI query Search
Key Achievements
- • 99.99% Uptime Deployment
- • 200ms Average API Response Time
- • 80% Reduction in human interaction
System Architecture
Real-time Analytics Platform
A real-time intelligent parsing system leveraging GPT-4.0-mini via PromptFlow for seamless data extraction across product descriptions, images, invoices, and payments.
BackEnd Features
- • promptFlow
- •Azure model
- • Yaml files
- • Fast API
Performance Metrics
- • 1M+ Events/Minute Processing
- • Sub-second Query Response
- • 99.99% Data Accuracy
Data Flow Architecture
Product Search System
A scalable ML-powered search engine that transforms raw product names into high-dimensional embeddings using text-embedding-ada, stores them efficiently, and retrieves relevant matches using vector similarity with Azure Cognitive Search and FAISS.
BackEnd Features
- • Text Embedding with text-embedding-ada
- • Azure Cognitive Search Integration
- • FAISS Indexing
- • File I/O with Dynamic Embedding Generation
Performance Metrics
- • 98%+ Semantic Search Precision
- • Sub-second Query Response
- • Sub-300ms Retrieval Latency
Data Flow Architecture
Let's Build Something Amazing
Looking for a Machine Learning developer who can architect and implement complete solutions? Let's discuss your project.