ishaan@ai-developer: ~/projects
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Hi, I'm Ishaan Kohli

Generative AI Developer & Data Scientist

Generative AI Developer & Data Scientist with 3+ years of experience in specializing in RAG, LLMs, and Agentic AI — building intelligent chatbots, FinTech AI solutions, and scalable automation for Web2 and Web3 ecosystems.

About Me

I am a Generative AI Developer and Data Scientist focused on building RAG-powered AI applications, conversational agents, and LLM-driven workflows that empower businesses to scale intelligent automation. With deep expertise in data science, AI system design, and cross-domain integration, I thrive on creating solutions that bridge research with real-world impact in sectors such as FinTech and emerging Web3 ecosystems.

My technical expertise centers around Python, LangChain, LLamaindex, ChromaDB, FAISS, CrewAI, LangGraph, PyTorch, and TensorFlow, along with cloud-native deployments (AWS, Azure, GCP) and API-driven automation pipelines. Skilled in machine learning, NLP, vector databases, and agentic AI frameworks, I design and implement end-to-end AI ecosystems—from multi-format data ingestion and contextual RAG pipelines to enterprise-ready chatbots and scalable AI agents.

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Years Experience

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Customers Served

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Technologies Mastered

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RAG Expert
10+ RAG Projects Delivered
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Agent Deployer
Live AI Agents in Production
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Enterprise AI
Scalable AI Solutions Delivered

Skills & Technologies

Certifications

DATA ANALYTICS - Great Learning

Credential ID: MDYJMVYO
View Certificate

AWS Educate Introduction to Cloud 101

Credential ID: 59d0abbb-1d77-40ca-b451-9817977157db
View Certificate

AWS Educate Introduction to Generative AI

Credential ID: 3db4d3f2-45ab-4378-a2ea-a15d862e6760
View Certificate

Building Language Models on AWS

View Certificate

HackerRank - Python

Credential ID: E9AD6220A684
View Certificate

HackerRank - SQL

Credential ID: A729E904E49C
View Certificate

Customizing and Evaluating LLMs Using Amazon SageMaker

View Certificate

Experience

August 2024 - Present
1 year 3 months

Associate Consultant (GenerativeAI/Data Science/Software Development)

Kiya.ai

I have engineered Generative AI platforms that reduced deployment time by 60%, scaled to 2,500+ users, and boosted automation by 50% through RAG chatbots and LLM workflows. I also designed FinTech AI pipelines improving anomaly detection accuracy by 35% and developed a multilingual UPI app supporting 12+ languages for secure, scalable digital banking.

View Details
  • Engineered a no‑code Generative AI Admin Portal enabling clients to build and deploy RAG‑based chatbots with intelligent workflows in minutes. Designed modular microservices for multi‑format ingestion (PDF, DOCX, CSV, URLs), automated data validation, and context‑aware training with multi‑output formats (text, images, source traceability). Integrated open‑source (Mistral, LLaMA) and commercial LLMs (OpenAI, Anthropic), with CrewAI and LangGraph agents for dynamic query classification and parameter extraction. Deployed on GPU‑accelerated AWS infrastructure, achieving 2,500+ concurrent users with low‑latency response times and 50% higher automation coverage.
  • Engineered an AI log analyzer converting banking system logs into natural language summaries. Developed fine‑tuned LLM pipelines for anomaly detection, boosting accuracy by 35%. Delivered as secure FastAPI microservices, ensuring compliance in FinTech environments.
  • Developed a multilingual voice‑enabled UPI app live across Indian public sector banks. Supported 12+ languages, secure payment workflows, and context‑aware responses. Leveraged SBERT, NER, and zero‑shot classification with REST APIs on Azure Cloud.
Generative AI RAG Chatbots LLM Workflows No-Code AI Platforms FinTech AI Anomaly Detection Multilingual AI Systems Voice-Enabled Banking Apps Context-Aware Automation AWS Azure Microservices Architecture OpenAI Anthropic Mistral LLaMA CrewAI LangGraph SBERT NER Zero-Shot Classification
July 2023 - July 2024
1 year

Data Scientist

Kiya.ai

As a Data Scientist, I transformed chatbots into RAG‑powered Generative AI assistants, improving response accuracy by 25%, workflow efficiency by 40%, and reducing latency with LangChain, LlamaIndex, and vector databases. I also engineered NLP pipelines and integrated AI solutions across Web2, Web3, and Metaverse, collaborating with 25+ engineers to cut release cycles by 30%.

View Details
  • Upgraded rule‑based chatbots into contextual SBERT‑based QA systems, boosting response accuracy by 25% and workflow efficiency by 40%.
  • Introduced RAG pipelines with LangChain, LlamaIndex, FAISS, and ChromaDB, significantly enhancing contextual relevance and reducing response latency in production.
  • Developed conversation summarizers for sentiment and intent tracking, increasing qualified lead capture and enabling data‑driven business targeting.
  • Integrated AI assistants into Web2, Web3, and Metaverse ecosystems (Unity, Unreal Engine) via FastAPI, delivering immersive, real‑time interactions across platforms.
  • Drove collaboration with 25+ cross‑functional engineers, streamlining deployment workflows and cutting release cycles by 30%.
Generative AI RAG Chatbots Contextual QA Systems SBERT LangChain LlamaIndex FAISS ChromaDB NLP Pipelines Conversation Summarization Sentiment Analysis Intent Analysis Latency Reduction Web2 & Web3 AI Integration Metaverse AI Integration Mistral Transformers Hugging Face FastAPI Flask API Deployment & Release Optimization
June 2022 - July 2023
1 year 1 months

Research Analyst Intern

Findem

Improved candidate classification accuracy by 15% through AI‑driven automation, engineered Python workflows boosting preprocessing by 40%, and drove 15% higher lead conversions with targeted outreach.

View Details
  • Analyzed 10,000+ candidate–organization records to refine a classification model, improving accuracy by 15% and enabling more effective candidate-job fits on Findem's 3D Data platform.
  • Supported deployment of an AI-driven classification bot, accelerating model rollout and reducing manual review time.
  • Built an optimized Python-based data extraction workflow, boosting preprocessing efficiency by 40%.
  • Segmented prospect database using advanced analytics to enable targeted outreach, resulting in 20% more focused engagement and a 15% uplift in lead conversions.
AI-Driven Automation Candidate Classification Python Workflows Data Analysis Preprocessing Optimization Machine Learning Models Lead Conversion Optimization Targeted Outreach Data Extraction Workflow Automation

Featured Projects

All RAG GenAI AI Agents MCP Data Analytics SQL AI/ML

Education

2022

Data Analytics and business Intelligence

Shaheed Sukhdev College of Business Studies

Specialization in Data Analytics & Business Intelligence with focus on Machine Learning, BI tools, Business Insights, Data Analytics, and Data‑Driven Decision Making

2019 - 2022

Bachelor of Commerce(Honours)

University of Delhi

BCom Hons. with focus on Accounting, Finance, and Business Analytics

2018 - 2019

12th CBSE

Faith Academy, New Delhi

Commerce stream with focus on Mathematics, Accountancy, Economics and Business Studies

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Get In Touch

Let's work together!

I'm always interested in new opportunities and exciting projects. Feel free to reach out if you'd like to discuss potential collaborations.

ishaankohli14@gmail.com
+91 9015336465
linkedin.com/in/kohli-ishaan/