I'm Ashok Sai Doredla, an AI/ML engineer specialized in end-to-end machine learning systems, with a focus on Generative AI, LLMs, and production deployment. I build scalable ML pipelines and agentic AI workflows using LangChain, LangGraph, and multi-agent systems to turn data into actionable insights. My work spans cloud-native AI solutions, MLOps/LLMOps, and cross-functional collaboration to drive data-driven business outcomes. I have a strong foundation in deep learning, computer vision, and NLP, with hands-on experience in model fine-tuning and reinforcement learning, and I enjoy turning complex problems into reliable production systems using FastAPI and modern DevOps practices.

ASHOK SAI DOREDLA

I'm Ashok Sai Doredla, an AI/ML engineer specialized in end-to-end machine learning systems, with a focus on Generative AI, LLMs, and production deployment. I build scalable ML pipelines and agentic AI workflows using LangChain, LangGraph, and multi-agent systems to turn data into actionable insights. My work spans cloud-native AI solutions, MLOps/LLMOps, and cross-functional collaboration to drive data-driven business outcomes. I have a strong foundation in deep learning, computer vision, and NLP, with hands-on experience in model fine-tuning and reinforcement learning, and I enjoy turning complex problems into reliable production systems using FastAPI and modern DevOps practices.

Available to hire

I’m Ashok Sai Doredla, an AI/ML engineer specialized in end-to-end machine learning systems, with a focus on Generative AI, LLMs, and production deployment. I build scalable ML pipelines and agentic AI workflows using LangChain, LangGraph, and multi-agent systems to turn data into actionable insights.

My work spans cloud-native AI solutions, MLOps/LLMOps, and cross-functional collaboration to drive data-driven business outcomes. I have a strong foundation in deep learning, computer vision, and NLP, with hands-on experience in model fine-tuning and reinforcement learning, and I enjoy turning complex problems into reliable production systems using FastAPI and modern DevOps practices.

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Experience Level

Expert
Expert
Expert
Expert
Expert
Expert

Language

English
Fluent

Work Experience

AI-ML Software Engineer at Lillup
September 1, 2025 - October 15, 2025
Architected advanced time series forecasting models (ARIMA, Prophet, XGBoost) for pricing volatility across product portfolios; implemented statistical evaluation frameworks to improve pricing accuracy and reduce variance. Designed and deployed scalable serverless ML infrastructure on AWS (SageMaker, Bedrock, S3, Lambda) with integrated A/B testing and automated model monitoring. Developed ETL automation using LLM-powered scripts and n8n workflows to streamline data preprocessing for millions of records, creating interactive dashboards for real-time decision-making. Built a RAG-powered knowledge retrieval system for pricing intelligence with vector databases (Pgvector) and domain-specific data to enable contextual market analysis and automated pricing strategy recommendations.
AI-ML Software Engineer at Choyces LLC
September 1, 2024 - October 15, 2025
Enhanced CRM automation workflows by integrating Python-based AI solutions with Bitrix24 systems to address manual process inefficiencies, implementing real-time analytics pipelines that transformed operational decision-making capabilities. Built end-to-end data integration architecture connecting Bitrix24 with enterprise databases using optimized SQL queries, establishing seamless data flows that support model inference and dashboard reporting. Applied parameter-efficient fine-tuning (LoRA via PEFT) and QLoRA (4-bit quantization + LoRA) alongside prompt engineering to improve lead-scoring accuracy on CRM datasets, developing data-driven strategies that enhanced sales conversion processes through precise customer targeting.
AI-ML Software Engineer at Inmar Technologies Private Limited
July 1, 2023 - October 15, 2025
Developed production-ready machine learning solutions using Logistic Regression, Decision Trees, XGBoost, and Random Forest algorithms to address complex business prediction challenges, deploying FastAPI-based services that handle high-volume daily requests while maintaining system reliability. Implemented comprehensive data processing automation using Python libraries and SQL optimization to manage large-scale datasets, designing modular workflows that ensure data accuracy while reducing manual intervention. Engineered advanced OCR pipeline solutions using Tesseract and custom preprocessing algorithms to extract structured information from scanned documents, creating automated data entry systems that process thousands of documents with high accuracy. Optimized database performance through PostgreSQL indexing and query caching to address latency issues. Collaborated with cross-functional teams to deliver data-driven insights and strategic recommendations to executive leadership.
Associate Data Analyst at Hexaware Technologies
August 1, 2021 - October 15, 2025
Conducted exploratory data analysis (EDA) using statistical methods and visualization techniques, contributing to improved model performance across multiple production systems. Built robust ETL pipeline infrastructure for large-scale daily data processing, ensuring reliable data integration and transformation. Identified and resolved data quality issues in preprocessing pipelines, improving data reliability and reducing downstream model errors. Developed analytical problem-solving methodologies for troubleshooting data inconsistencies and model performance issues, accelerating issue resolution and driving productivity.

Education

Master's in Data Science at University of Maryland, Baltimore County (UMBC)
August 1, 2023 - May 1, 2025
Bachelor's in Computer Science at Jawaharlal Nehru Technological University (JNTU), Andhra Pradesh, India
July 1, 2016 - August 1, 2020

Qualifications

Python Institute Certified Python Developer
January 11, 2030 - October 15, 2025
AWS Certified Cloud Practitioner
January 11, 2030 - October 15, 2025
Google Certified Cloud Practitioner
January 11, 2030 - October 15, 2025

Industry Experience

Software & Internet, Professional Services, Computers & Electronics, Media & Entertainment, Education