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amishaguptaberk/README.MD

Amisha Gupta

Computer Science + Data Science @ UC Berkeley '26 · GPA: CS 3.91 / DS 3.94

Building infrastructure behind AI systems — distributed systems, ML infrastructure, and healthcare engineering.

Previously: Amazon · American Express · UCSF × Stanford Medical Center · IMDEA Networks (IEEE Cloud Summit 2025) Currently: AI infrastructure at an early-stage startup · Undergraduate researcher, Ivry Lab (motor learning)


Research

DAG-Based Workflow Allocation Across Federated Fog Systems · IEEE Cloud Summit 2025 MILP + greedy scheduling heuristic for distributed task allocation under latency and resource constraints.

LLM Evaluation · UCSF × Stanford Gemini-based scoring pipelines, A/B testing of clinical AI outputs, human evaluation integration on a HIPAA-compliant backend.

Motor Learning · Ivry Lab, UC Berkeley State-space modeling and bootstrap resampling on visuomotor adaptation data (Wang et al. 2025).


Featured Work

  • Cognova AI — Multi-tenant Voice AI platform · React · TypeScript · Supabase · PostgreSQL · Twilio · ElevenLabs · Stripe · Clover POS
  • Surface Hub — AI-powered B2B growth platform · Next.js · PostgreSQL · Claude API · async cron workers · LinkedIn analytics · ~17k LOC
  • Dynamic Prompt Optimizer — FastAPI + React eval framework for AI voice agents · Claude-as-judge · Anthropic API
  • Needle — Deep learning framework from scratch · autograd · nn modules · optimizers · ResNet training loop
  • SmartSight — Android/Kotlin assistive wearable · OpenCV · TensorFlow Lite · DAG-based edge offloading

Stack

Languages: Python · Java · C++ · Go · TypeScript · Bash

Frameworks: FastAPI · Spring Boot · React · Next.js · Supabase Edge Functions

Infra: AWS · Docker · Kubernetes · PostgreSQL · Redis · Kafka · Cassandra · Supabase

ML/AI: PyTorch · Hugging Face Transformers · LangGraph · vLLM · Claude API · Gemini · ElevenLabs

Evaluation: LLM-as-a-judge · Gemini eval pipelines · A/B testing · benchmark design · Weights & Biases


LinkedIn · ResearchGate · amisha.gupta@berkeley.edu

Pinned Loading

  1. backend_api_rideshare_app backend_api_rideshare_app Public

    FastAPI rideshare backend with Stripe payments, Twilio SMS, Socket.IO real-time tracking, JWT auth, PostgreSQL, and React Native mobile apps

    HTML

  2. patient-service patient-service Public

    Java

  3. needle-dl-framework needle-dl-framework Public

    Numpy-based deep learning framework with reverse-mode autodiff, neural network modules, and optimizers

    Python

  4. transformer-nmt transformer-nmt Public

    PyTorch Transformer encoder-decoder for neural machine translation (EN-DE and EN-FR)

    Python