---
title: "Aayush Tamrakar - Artificial Intelligence Engineer in Indore | Tal"
description: "Meet Aayush Tamrakar, Machine Learning Engineer/ AI Engineer | Python, Deep Learning, GenAI | Building End-to-End ML Systems from Data to Deployment based in Indore."
image: "https://tal.club/meet/aayush-21/share-image"
---

# Aayush Tamrakar on Tal

## Headline

Machine Learning Engineer/ AI Engineer \| Python, Deep Learning, GenAI \| Building End\-to\-End ML Systems from Data to Deployment

## About

I am a Generative AI / AI Engineer with hands\-on experience designing and deploying end\-to\-end AI systems powered by Large Language Models \(LLMs\), speech technologies, and agent\-based architectures\. My work spans building production\-oriented solutions such as speech\-to\-speech conversational systems, AI agents with function calling, and Retrieval\-Augmented Generation \(RAG\) pipelines\. I focus on creating systems that are not just functional prototypes, but scalable, reliable, and aligned with real\-world use cases\. I have practical experience integrating and evaluating STT/TTS models, orchestrating LLM workflows, and designing modular agent architectures\. My approach emphasizes structured pipelines, observability, and performance optimization across the AI stack\. Core expertise includes: • Generative AI and LLM\-based system design • AI agents, function calling, and MCP\-based workflows • Speech\-to\-Text \(STT\) and Text\-to\-Speech \(TTS\) systems • Retrieval\-Augmented Generation \(RAG\) and embeddings • Python, NLP, and data processing pipelines I am particularly interested in advancing production\-grade GenAI systems, agent orchestration, and scalable AI infrastructure\. Open to opportunities as a Generative AI / AI Engineer where I can contribute to building robust, real\-world AI applications\.

## Location

Indore

## Work experience

Artificial Intelligence Engineer at JS TechAlliance Consulting Private limited, Nov 2024 \- Dec 2025 · 1 yr 2 mos, Indore, Madhya Pradesh, India, • Worked on building a speech\-to\-speech AI bot by integrating multiple Speech\-to\-Text \(STT\) and Text\-to\-Speech \(TTS\) models\. • Evaluated and experimented with different STT and TTS models to compare latency, accuracy, and response quality\. • Explored and tested multiple Large Language Models \(LLMs\) for conversational and task\-oriented use cases\. • Designed and implemented function\-calling systems for AI agents, enabling structured task execution\. • Built AI agents such as a travel planning agent and an HR assistant bot using LLM\-driven workflows\. • Worked with MCP \(Model Context Protocol\) servers to manage tool usage and agent context effectively\. • Gained hands\-on experience with end\-to\-end AI system development, from model experimentation to agent\-level integration\. Tech Stack: Python, LLMs, STT/TTS, AI Agents, Function Calling, MCP Servers

Data Science Intern at Thinkovate, May 2024 \- Oct 2024 · 6 mos, Mumbai, Maharashtra, India, • Built a web scraping pipeline to crawl and extract data from multiple web pages using Python\. • Cleaned and processed scraped data to make it suitable for downstream NLP tasks\. • Generated embeddings from the collected data and stored them for efficient retrieval\. • Implemented a Retrieval\-Augmented Generation \(RAG\) based chatbot using the scraped knowledge base\. • Worked on improving response relevance by tuning chunking, embeddings, and retrieval strategies\. • Gained hands\-on experience with real\-world data collection, preprocessing, and AI\-powered chat systems\. Tech Stack: Python, Web Scraping, NLP, Embeddings, RAG, Vector Databases

## Education

Master of Technology \- MTech, Big data analytics, Devi Ahilya Vishwavidyalaya \(DAVV\), Indore

Bachelor of Technology \- BTech, Computer science and engineering \(AIML\), Shri Shankaracharya Technical Campus

[View the original profile](https://tal.club/meet/aayush-21)

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