RAMOJI SAIKIRAN
Python Backend Developer
Hyderabad, IN.About
Dynamic Python Backend Developer with 2 years of expertise in designing and optimizing high-performance APIs for Large Language Model (LLM) evaluation and fine-tuning. Proven ability to build scalable backend systems, integrate advanced AI metrics (Cosine Similarity, ROUGE, BLEU), and implement real-time monitoring solutions using Grafana and Prometheus. Skilled in enhancing system efficiency, optimizing resource allocation, and streamlining development workflows to drive significant improvements in model performance and operational stability.
Work
Hyderabad, Telangana, India
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Summary
Designed and implemented a comprehensive backend system for evaluating, fine-tuning, and monitoring Large Language Models (LLMs), integrating real-time metrics and system performance tracking to optimize model development.
Highlights
Engineered and deployed robust RESTful APIs with Python and FastAPI, enabling real-time evaluation of LLM models by integrating key metrics like Cosine Similarity, ROUGE, and BLEU, enhancing evaluation speed by 15%.
Developed and integrated real-time monitoring APIs with Prometheus for GPU, CPU, and RAM utilization, proactively identifying and resolving resource bottlenecks during high-load LLM training sessions, ensuring 99.9% system uptime.
Contributed significantly to the architectural design of AI-powered backend systems, optimizing API performance and data pipelines, which enhanced LLM solution scalability by 25% and improved processing efficiency.
Created and deployed interactive Grafana dashboards and Matplotlib visualizations for real-time monitoring of LLM evaluation and fine-tuning metrics, enhancing stakeholder insights into model accuracy and resource utilization by 40%.
Managed Agile project workflows using JIRA for sprint planning and issue tracking, and automated JIRA-Slack integrations, improving team coordination and communication efficiency by 20%.
Skills
Programming Languages
Python.
Frameworks & Libraries
FastAPI, Flask, Hugging Face Transformers.
Databases
MongoDB, Redis, Prometheus.
Monitoring & Visualization
Grafana, Matplotlib.
API Testing & Documentation
Postman.
System Monitoring
GPU, CPU, RAM usage tracking.
Version Control Tools
Git, GitHub.
Project Management & Collaboration
JIRA (Sprint Planning, Issue Tracking), Slack (Real-time Notifications).