Associate ML Engineer @ Cloudside

Architecting
Intelligent Systems

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Professional Journey

Associate ML Engineer

Cloudside

Sep 2025 - Present

Developing enterprise-grade GenAI agents and ML pipelines using Google ADK and Vertex AI ecosystem.

  • Spearheaded 3+ GenAI automation workflows, taking ownership of full-stack implementation from logic design to deployment.
  • Pioneered Google ADK adoption, engineering autonomous agents that reduced administrative overhead by 50%.
  • Delivered production-ready ML microservices on GCP Cloud Run, optimizing inference for < 100ms latency.
  • Translated business requirements into scalable Vertex AI and RAG architectures, resolving critical data bottlenecks.
Google ADK Vertex AI Docker Machine Learning GCP

Co-founder & Operations Head

Parshwanath Paver & Trading

Nov 2023 - July 2025
  • Established end-to-end manufacturing operations, scaling daily capacity to 1800+ units.
  • Optimized inventory logic achieving 15% reduction in holding costs.
  • Orchestrated B2B supply chain logistics ensuring 100% operational continuity.

AI Trainer

Outlier AI

May 2024 - June 2025

Optimized AI model performance via RLHF. Improved accuracy in mathematical concepts by providing feedback on 400+ responses.

Business Consultant

Cogoport

July 2023 - Oct 2023
  • Revamped sales workflows by implementing data-driven automation, driving a 27% efficiency surge and 13% cost reduction.
  • Collaborated with Product, Sales, and Marketing teams to identify $4M in revenue opportunities via 9+ market studies.
  • Bridged the gap between sales needs and technical features, influencing the product roadmap based on feedback from 400+ clients.
SQL Python Excel Tableau

Education

Indian Institute of Technology, Guwahati

Bachelor of Technology (B.Tech)

Electronics and Communications Engineering

2019 - 2023

Shri Hansdas Higher Secondary School

12th Grade (MPBSE)

2018 - 2019

St Paul's Convent School

10th Grade (CBSE)

2016 - 2017

Featured Projects

A comprehensive collection of GenAI Agents, ML Pipelines, Data Strategy, and Development work.

Enterprise RAG Agent

Architected a RAG-based agent using Vertex AI Search to streamline Statement of Work (SOW) creation, cutting drafting time by 80%.

Vertex AI Google ADK

Inventory Forecasting API

Deployed a scalable inventory forecasting API on GCP Cloud Run utilizing XGBoost and Docker on 3 years of historical data.

Machine Learning Docker GCP

N8N AI Agent Workflows

Designed automated workflows integrating AI agents for seamless process automation using n8n.

n8n Automation

Custom AI Agents

Development of specialized autonomous agents for various task-specific applications.

Python LLMs

Car Features Impact Analysis

Excel analysis and Dahboarding to determine the impact of various car features on pricing and popularity.

MS-Excel Dashboard

Job Market Data Analysis

Comprehensive analysis of job market trends, skills demand, and salary distributions.

Pandas Visualization

Restaurant Choice Analytics

Data-driven framework for selecting restaurants based on reviews, ratings, and location data.

Analytics MS-Excel

Instagram User Analytics

Deep dive into user behavior, engagement metrics, and growth trends on Instagram using SQL.

SQL Analytics

Call Volume Trend Analysis

Analyzing call center data to identify peak times and optimize staffing and resource allocation.

Time Series Excel

Bank Loan Risk Analysis

Analyzed loan patterns and risk factors to optimize lending strategies using SQL and Tableau.

SQL Tableau

IMDB Movie Analysis

Exploratory data analysis of movie ratings, genres, and revenue trends.

EDA MS-Excel

Hiring Process Analytics

Analyzing recruitment funnel data to improve hiring efficiency and candidate experience.

HR Tech Analytics

Resource Utilization Analytics

Optimizing resource allocation and utilization through data analysis.

Optimization SQL

Metric Spike Investigation

Root cause analysis of sudden metric spikes to ensure data integrity and system health.

RCA MS-Excel

Sales Analysis Report

Detailed reporting on sales performance, regional trends, and revenue growth.

Reporting Power BI

Retail Customer Analyzer

Customer segmentation and behavior analysis for online retail markets.

ML Python

Bulk Email Sender

Automated script for sending bulk emails efficiently.

Python Automation

Glassdoor Auto-Apply

Bot to automate the job application process on Glassdoor.

Selenium Bot

Google Jobs Scraper

Tool to scrape and aggregate job listings from Google Jobs.

Scraping Python

Amazon Price Drop Extension

Browser extension to track price drops on Amazon products.

Extension JS

Athletics App

Application for managing athletics events and tracking performance.

Mobile App

Flutter Instagram Clone

A full-featured Instagram clone built with Flutter.

Flutter Dart

Instagram Gaming MVP

MVP concept for a gaming integration within Instagram.

MVP Concept

Blog Website

A dynamic blog website platform.

Web Dev

To-Do List App

Simple and efficient to-do list application for task management.

Web Productivity

Grade Calculator

Tool for calculating academic grades and GPA.

Tool Web

Portfolio V1

Previous version of personal portfolio website.

Web Portfolio

Netflix BMC Strategy

Business Model Canvas analysis for Netflix, exploring value propositions and revenue streams.

Strategy Case Study

Market Expansion Strategy

Conducted 12 comprehensive market studies to identify $4M revenue opportunities. Strength mapped suppliers to trade routes for optimal expansion.

Market Research Revenue Ops

Technical Arsenal

AI & ML

ML Ops Regression NLP Classification Google ADK Scikit-learn RAG

Cloud & Ops

GCP Vertex AI Docker FastAPI Postman

Analytics

SQL Tableau Power BI Python (Pandas, Numpy, Seaborn, Matplotlib) Excel Google Analytics EDA ETL

Strategy

Market Research Product Management Risk Analysis Agile

Certifications

Google Google Data Analytics
Product Matters 2.0
Foundations of Business Strategy
Available for Exciting Opportunities

Let's build something great.

Specializing in GenAI, Machine Learning, Data Analytics, and Data Strategy.

© 2025 Prakhar Sethiya. All rights reserved.

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