Shruti Mandaokar

Software Engineer | Machine Learning Engineer

About Me

Software Engineer with 2+ years of experience architecting scalable web applications, backend systems, and AI-driven products that turn ambitious ideas into production reality. M.S. in Computer Science from Purdue University, backed by peer-reviewed research recognized with 230+ citations in multimodal deep learning and sensor fusion. I thrive at the intersection of rigorous research and real-world engineering, building systems that are fast, resilient, and genuinely useful.

Tech Skills

ML / Deep Learning

PyTorch Keras TensorFlow CNN LSTM Multimodal Fusion Transformers Sensor Fusion Scikit-learn Pandas NumPy

LLMs & GenAI

RoBERTa Whisper ASR GPT-4 API Claude API LangChain RAG Vector Databases Prompt Engineering

Cloud & Infra

Python Flask REST APIs Firebase AWS Docker Kubernetes CI/CD Git

Frontend

ReactJS TypeScript Node.js FlutterFlow Next.js Tailwind CSS

Hardware

Raspberry Pi Arduino

Engineering Practices

System Design Data Structures & Algorithms Unit Testing Agile / Scrum MLOps

Projects

Ember AI

Ember AI supports multiple modelsโ€”including GLM, DeepSeek, and others available through the Firefly APIโ€”and intelligently routes each query to the most suitable model based on its type, optimizing both performance and response quality.

View Ember AI + details

Features

  • ๐Ÿง AI Chat โ€” Conversational interface. Every request is intelligently routed to the optimal Fireworks model.
  • ๐Ÿ”€Model Router โ€” Automatic prompt analysis routes coding to GLM 5.2, math to DeepSeek V4 Pro, simple Q&A to Flash.
  • ๐Ÿ“ŠObservability Dashboard โ€” Real-time telemetry: latency, tokens, cost, cache estimates, and model usage charts.
  • ๐Ÿค–Agent Loop Demo โ€” Autonomous coding agent with live Plan โ†’ Generate โ†’ Review โ†’ Improve โ†’ Final execution.
  • โš–๏ธModel Comparison โ€” Run one prompt across multiple Fireworks models side-by-side.
  • โšกPrompt Cache Simulator โ€” Visualizes cache reuse, tokens saved, and latency improvements.
  • โš™๏ธSettings โ€” Bring-your-own Fireworks API key, temperature, max tokens, and routing rules.
  • ๐Ÿ”‘BYOK โ€” Visitors use their own API key (stored in browser). No server-side secrets required for deployment.

Links