Harsh Bafna
Machine Learning Engineer
📍 Bengaluru, India
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harshbafna · Original audio — sunrise anthem · C minor · 99 bpm ·
about me
I am currently a Machine Learning Engineer at Quantiphi, where I build generative AI, RAG, and multi-agent systems for production enterprise workflows. Previously, I worked with JP Morgan Chase & Co.
I like systems that feel simple on the surface but do serious work underneath: retrieval pipelines, natural-language analytics, and AI tools that make data easier to use.
PythonSQLLangChainGoogle ADKVertex AIFastAPI
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harshbafna · Original audio — late-night lofi · C# minor · 80 bpm ·
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harshbafna · Original audio — music box · G# major · 78 bpm ·
experience
Quantiphi
Machine Learning Engineer
FEB 2024 — PRESENT · Bengaluru, India
14+structured data sources
- harshbafna Led 5+ ML engineers in a 24+ member team to ship production multi-agent systems for natural-language enterprise analytics.
- harshbafna Architected ADK-based agents with RAG over 14+ structured data sources, including Kafka topics, Google Ads, and Google Analytics schemas.
- harshbafna Built AI search, recommendation, campaign-generation, and lead-hotspot workflows that reduced analysis and drafting cycles from days to minutes.
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harshbafna · Original audio — deep pulse · C minor · 126 bpm ·
experience
JP Morgan Chase & Co.
Software Engineer Intern
NOV 2022 — SEP 2023 · Remote
100,000+data points
- harshbafna Designed a real-time data streaming interface capable of processing 100,000+ data points per second.
- harshbafna Used JP Morgan Chase's Perspective visualization tool to build live financial correlation graphs.
- harshbafna Implemented upper and lower-bound indicators for real-time monitoring of stock-correlation metrics.
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harshbafna · Original audio — trading floor · F# minor · 123 bpm ·
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harshbafna · Original audio — golden hour · A major · 91 bpm ·
built at Quantiphi
RCA, Segmentation & NL2SQL Bot
<2minutes
Production multi-agent analytics platform that lets business users query structured enterprise data through natural-language chat.
PythonSQLGoogle ADKLLMsRAGAI Agents
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harshbafna · Original audio — query quest · C minor · 125 bpm ·
built at Quantiphi
AI Search & Recommendation Engine
80K+SKU catalog
Conversational product discovery system over an 80K+ SKU catalog, combining Vertex AI Search with recommendation models.
PythonVertex AI SearchLLMsRanking
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harshbafna · Original audio — catalog chase · G minor · 139 bpm ·
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harshbafna · Original audio — daydream · D# major · 64 bpm ·
built at Quantiphi
AI Email Campaign Generator
<5minutes
AI workflow that scrapes property themes and metadata, then generates polished marketing emails with enhanced imagery.
PythonLLMsWeb ScrapingNLPImagen
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harshbafna · Original audio — inbox arcade · A# minor · 103 bpm ·
built at Quantiphi
Lead Hotspot Detection
88+%predictive accuracy
Hybrid ML and rules-based system for predicting lead-contamination hotspots from SDWIS public water system data.
PythonLangChainLLMsEDAFeature Engineering
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harshbafna · Original audio — water table · C minor · 123 bpm ·
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harshbafna · Original audio — nocturne · B minor · 57 bpm ·
built at JP Morgan Chase & Co.
Real-Time Market Visualization
>100,000data points/second
Streaming interface and live graphing workflow for monitoring historical stock-correlation behavior at high throughput.
PerspectiveReal-Time Data StreamingVisualization
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harshbafna · Original audio — ticker tape · F minor · 171 bpm ·
skills
the stack
Programming & Core CS
PythonC/C++JavaSQLBash / Shell ScriptingObject-Oriented Programming (OOP)
Generative AI & Agentic Systems
Google Agent Development Kit (ADK)LLMsMulti-Agent OrchestrationRetrieval-Augmented Generation (RAG)Model Context Protocol (MCP)LangChainLangGraphPrompt Engineering
Machine Learning & Data Science
Neural NetworksPyTorchTensorFlowScikit-LearnXGBoostLightGBMPandasNumPy
GCP, Cloud & Infrastructure
Google Cloud Platform (GCP)Vertex AISearch/Recommendation ModelsCloud Run/AWS LambdaCloud FunctionsGoogle Cloud Storage (GCS)FirebasePub/Sub
Data Engineering & Architecture
BigQueryData WarehousingApache KafkaSnowflakePostgreSQLMongoDBMySQLRedis
MLOps, Web & Tools
CI/CDMLflowHugging FaceModel DeploymentStreamlitGitGitHubDocument AI
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harshbafna · Original audio — stack glitch · A minor · 113 bpm ·
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harshbafna · Original audio — opening credits · D minor · 65 bpm ·
certifications
receipts
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harshbafna · Original audio — level up · B major · 143 bpm ·
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harshbafna · Original audio — slow light · A# major · 55 bpm ·
education
school arc
- 2020 — 2024B.M.S. College of EngineeringBachelor of Engineering, Electronics & Instrumentation EngineeringGPA: 8.3/10 · Bangalore, India
- 2019 — 2020S.Tech IT SchoolHigher Secondary School Certificate, PCMPercentage: 82.6% · Rajasthan, India
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harshbafna · Original audio — study hall · C# major · 128 bpm ·
you reached the end
of the internet (the harsh bafna part)
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harshbafna · Original audio — credits roll · B major · 97 bpm ·