Skills

Python

Used in: Data Scientist, ZS, Data Scientist, Zetwerk, Data Science and Business Analyst Intern, The Sparks Foundation, MINT+: AI-Assisted SDTM Mapping, OAK (Output Audit & Knowledge): AI-Powered Error Resolution, Agentic Double Programming for Clinical TLGs, Supply Chain Knowledge Graph & Intelligence Platform, ForgeOps: Agentic Manufacturing Exception Resolution, Intelligent Procurement Copilot, Supplier Audit Video Intelligence, EV Battery Degradation Prediction, Self-Driving Car, Grow Garden

SQL (PostgreSQL), Cypher

Used in: ForgeOps: Agentic Manufacturing Exception Resolution, Supply Chain Knowledge Graph & Intelligence Platform

R

Used in: Agentic Double Programming for Clinical TLGs

JavaScript, Bash

XGBoost, LightGBM, gradient boosting

Used in: ForgeOps: Agentic Manufacturing Exception Resolution, EV Battery Degradation Prediction

Anomaly detection (Isolation Forest)

Used in: ForgeOps: Agentic Manufacturing Exception Resolution

SHAP, Optuna

Used in: ForgeOps: Agentic Manufacturing Exception Resolution, EV Battery Degradation Prediction

Feature engineering

Used in: ForgeOps: Agentic Manufacturing Exception Resolution, EV Battery Degradation Prediction, Data Science and Business Analyst Intern, The Sparks Foundation

scikit-learn

Used in: Data Science and Business Analyst Intern, The Sparks Foundation, ForgeOps: Agentic Manufacturing Exception Resolution

Deep learning, CNNs

Used in: Supplier Audit Video Intelligence, Self-Driving Car, Grow Garden

Computer vision (OpenCV, ResNet-18, CLIP)

Used in: Supplier Audit Video Intelligence, Grow Garden

NLP (spaCy, Sentence-Transformers)

Used in: Supplier Audit Video Intelligence, Supply Chain Knowledge Graph & Intelligence Platform

LLMs, RAG, agentic AI

Used in: MINT+: AI-Assisted SDTM Mapping, OAK (Output Audit & Knowledge): AI-Powered Error Resolution, Agentic Double Programming for Clinical TLGs, Supply Chain Knowledge Graph & Intelligence Platform, ForgeOps: Agentic Manufacturing Exception Resolution, Intelligent Procurement Copilot

Prompt engineering, LLM evaluation

Used in: MINT+: AI-Assisted SDTM Mapping, OAK (Output Audit & Knowledge): AI-Powered Error Resolution, ForgeOps: Agentic Manufacturing Exception Resolution

PyTorch, TensorFlow, fine-tuning

Statistics, probability

pandas, NumPy, Matplotlib

Used in: EV Battery Degradation Prediction, Data Science and Business Analyst Intern, The Sparks Foundation

Knowledge graphs (Neo4j, NetworkX)

Used in: Supply Chain Knowledge Graph & Intelligence Platform

Vector search (Pinecone, FAISS, OpenSearch k-NN)

Used in: ForgeOps: Agentic Manufacturing Exception Resolution, Intelligent Procurement Copilot, Supplier Audit Video Intelligence, OAK (Output Audit & Knowledge): AI-Powered Error Resolution

Amazon DocumentDB

Used in: MINT+: AI-Assisted SDTM Mapping, OAK (Output Audit & Knowledge): AI-Powered Error Resolution

Streaming (Kafka, Debezium CDC)

Used in: ForgeOps: Agentic Manufacturing Exception Resolution

PostgreSQL, Redis

Used in: ForgeOps: Agentic Manufacturing Exception Resolution

Document processing (OCR, chunking, MinHash LSH)

Used in: Supply Chain Knowledge Graph & Intelligence Platform

FastAPI

Used in: MINT+: AI-Assisted SDTM Mapping, Supply Chain Knowledge Graph & Intelligence Platform, ForgeOps: Agentic Manufacturing Exception Resolution

AWS (Bedrock AgentCore, Lambda, EKS, ECS, S3, Secrets Manager)

Used in: MINT+: AI-Assisted SDTM Mapping, OAK (Output Audit & Knowledge): AI-Powered Error Resolution, Supply Chain Knowledge Graph & Intelligence Platform

Docker, Kubernetes, Helm

Used in: MINT+: AI-Assisted SDTM Mapping, Supply Chain Knowledge Graph & Intelligence Platform, ForgeOps: Agentic Manufacturing Exception Resolution

CI/CD (GitLab), Git

Used in: MINT+: AI-Assisted SDTM Mapping

Monitoring (Prometheus, Grafana, drift detection)

Used in: ForgeOps: Agentic Manufacturing Exception Resolution, EV Battery Degradation Prediction

Auth (OAuth 2.0, Microsoft Entra ID, JWT)

Used in: MINT+: AI-Assisted SDTM Mapping, OAK (Output Audit & Knowledge): AI-Powered Error Resolution

LangGraph

Used in: ForgeOps: Agentic Manufacturing Exception Resolution, Intelligent Procurement Copilot

PydanticAI, Pydantic

Used in: Supply Chain Knowledge Graph & Intelligence Platform, MINT+: AI-Assisted SDTM Mapping

LangSmith

Used in: MINT+: AI-Assisted SDTM Mapping, OAK (Output Audit & Knowledge): AI-Powered Error Resolution

MCP

Used in: Agentic Double Programming for Clinical TLGs, ForgeOps: Agentic Manufacturing Exception Resolution

LLM APIs (GPT-4o, GPT-4V, Gemini, Azure OpenAI)

Used in: Supply Chain Knowledge Graph & Intelligence Platform, ForgeOps: Agentic Manufacturing Exception Resolution, Intelligent Procurement Copilot, Supplier Audit Video Intelligence, OAK (Output Audit & Knowledge): AI-Powered Error Resolution

Portkey

Used in: OAK (Output Audit & Knowledge): AI-Powered Error Resolution

PyVis

Used in: Supply Chain Knowledge Graph & Intelligence Platform

LangChain, Claude