AI Fullstack Engineer

Manideep Sriperambudhuru

AI • Data • ML

I build data & ML systems that scale. Currently shipping backend services and production ML pipelines at scale.

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Projects

QLoRA Fine-Tuning with EQ-bench 3

QLoRA Fine-Tuning with EQ-bench 3

Fine-tune an open-weights LLM into an empathetic best-friend assistant and show measurable gains on EQ-Bench 3. Train with multi-objective SFT using auxiliary emotion and support-strategy heads, then optionally run DPO for alignment. Provide quantitative improvements and brief qualitative insights

QLoRAfine-tuningLLMEQ-benchinstruction-tuningPython
Diabetes Risk Prediction Chatbot

Diabetes Risk Prediction Chatbot

An intelligent chatbot that predicts diabetes risk based on user inputs and provides health interventions.

healthcare-aimedical-chatbotflasklanggraphollamaqdrantmachine-learningrisk-predictionLogistic Regressionvector-databasepostgresqlpythonai-screeningInterventions
AIRES: AI Resume Screening System

AIRES: AI Resume Screening System

Aires is an intelligent resume screening application that leverages OpenAI's GPT models to automate candidate evaluation and shortlisting.

AI Resume ScreeningPythonOpenAI GPT-3.5ChainlitDocument ProcessingHR Automation
TensorflowJS ReactivAI

TensorflowJS ReactivAI

Neural network–powered face detection, emotion classification, voice analysis, and engagement scoring — running 100% client-side via WebGL-accelerated TensorFlow.js.

CNNTensorFlow.jsweb-mlclient-sidejavascriptinteractive-demoreactivai

Experience

Cognine Technologies

Experienced in building GenAI systems, agentic chatbots, RAG pipelines, high-performance LLM workflows, and scalable data engineering platforms.

AI Tutoring Platform — LLM Reports, RAG & Agentic Chatbot

Built a personalized AI tutoring platform using LLMs, RAG, and an agentic chatbot with major latency and cost optimizations.

PythonLangGraphLLMsRAG

Enterprise Data Modeling & Data Mart Architecture

Designed enterprise data models and data marts enabling reliable analytics and scalable foundations for ML and GenAI workloads.

Data ModelingDimensional ModelingData MartsSQL

Incremental Data Pipelines, ADF Orchestration & SQL Optimization

Built incremental ADF pipelines and optimized SQL logic, improving performance and reducing compute cost for enterprise reporting.

Azure Data FactorySQL OptimizationIncremental LoadsPerformance Tuning