AI integration + backend
AI Sales CRM Assistant
Structured lead analysis, deterministic urgency normalization and duplicate-safe HubSpot / Google Sheets synchronization.
Open case studyNEEHANTH REDDY / AI·ML ENGINEER
AI/ML Systems.
Measured.
Inspectable.
I turn complex model development and AI system engineering into evaluated, inspectable systems with clear links from implementation to evidence.
View ResumeDataModelEvaluationAPIAI workflowDeploymentMonitoring
PROOFGRAPH / ASK FOR THE EVIDENCE
Don’t take my resume at face value.
Ask for the evidence.
Inspect the projects, engineering decisions, evaluations and artifacts behind technical claims.
01 / SELECTED ENGINEERING WORK
Built systems. Inspectable results.
Six projects across agent workflows, retrieval, applied research and model deployment.
Hybrid ML + RAG
Intelligent Patient Admission Triage Assistant
Deterministic ESI/MEWS scoring and ML risk prediction, separated from retrieval-grounded explanations.
Open case studyAgentic AI + retrieval
AutoCare Agent
A six-node LangGraph diagnostic workflow connecting hybrid retrieval, four tools and grounded decision support.
Open case studyBiomedical AI research
Swin Transformer for EEG Seizure Classification
Validated 19-channel EEG → FRP preprocessing, completed four-class Swin segment experiments and a separate three-class patient pilot; CNN-vs-Swin comparison remains ongoing.
Open case studyRetrieval engineering
GenAI Research Assistant
A local research Q&A application with reproducible FAISS Flat, HNSW and Annoy retrieval benchmarks.
Open case studyComputer vision + MLOps
Poultry Disease Classification
Four-class VGG16 transfer learning with DVC, FastAPI inference and Docker / GitHub Actions / AWS ECR + EC2 deployment.
Open case study02 / CAPABILITIES
Skills, backed by work.
Follow a capability to the implementation behind it.
Distributed Data Processing
Apache Spark and PySpark distributed ETL and scalability benchmarking in local Docker environments.
1 projects · 1 evidence itemsLangGraph
Agent orchestration in documented workflows.
4 projects · 4 evidence itemsRAG
Retrieval and grounded explanation workflows.
3 projects · 4 evidence itemsFastAPI
Documented backend and model-serving interfaces.
4 projects · 7 evidence itemsModel Evaluation
Evaluation methods with explicit scope and limitations.
6 projects · 10 evidence itemsscikit-learn
Classical LDA and linear SVM workflows with session-separated EEG evaluation.
1 projects · 2 evidence items03 / APPLIED RESEARCH
From signal
to evaluated model.
Validated 19-channel EEG → FRP preprocessing, completed four-class Swin segment experiments and a separate three-class patient pilot; CNN-vs-Swin comparison remains ongoing.
Inspect the researchEEG / REPRESENTATION STUDY
EEGFRPSwin
SCHEMATIC / RESEARCH, NOT CLINICAL VALIDATION
04 / EXPERIENCE