Aman Raw

AI/ML Developer | Backend Engineer | Innovator

I’m an AI/ML Developer with over 2 years at Jio Platforms Limited, specializing in generative AI, video processing, and backend systems. My journey blends creativity and technology to deliver impactful solutions.

Education

Indian Institute of Technology, Kanpur

Jul 2019 - May 2023

- Bachelor of Technology in Computer Science and Engineering.
- Focused on Data Structures, Algorithms, and Machine Learning.

Jawahar Navodaya Vidyalaya, Bundi

Jul 2017 - May 2019

- Senior Secondary Education (HSC, CBSE).
- Achieved 87.8% with a focus on science and mathematics.

Experience

AI/ML Developer | JioCloudPC

Apr 2024 - Present

- Created MCP (Model Context Protocol) servers for internal tools supporting agentic workflows.
- Developed a very lightweight intent-based search and execution system for JioCloudPC using optimized algorithms.
- Leveraged FastAPI and PyTorch for scalable performance.

AI/ML Developer | Jiomeet+

Jan 2024 - Mar 2024

- Built a system to extract highlights from meeting recordings using transformer models.
- Implemented context-aware sectioning of meetings for better usability in Jiomeet+.
- Improved transcription accuracy with pre-trained VoxLingua107 models.

AI/ML Developer | JioCRM

Nov 2023 - Dec 2023

- Designed and implemented an automated ticket assignment system for JioCRM.
- Optimized workflows using intent classification and rule-based logic.

AI/ML Developer | LipSync & Speech Generation

Oct 2023 - Feb 2024

- Engineered a comprehensive 25fps lip-sync video generation platform with two novel architectures.
- Achieved a 30% increase in video quality using GAN-based lip mask generation and 2D CNN speaker identity encoders.
- Developed a multi-language speech generation system with voice cloning for 13 Indian languages using Generative AI and Stable Diffusion.
- Combined reference speaker embeddings to replicate style and tone accurately.

Backend Developer | Jiomeet

Aug 2023 - Sep 2023

- Contributed to Jiomeet backend by implementing REST APIs using Node.js.
- Enhanced scalability and performance for video conferencing features.

Firmware Engineer Intern | Micron

May 2022 - Jul 2022

- Revamped a Python tool for code standards verification, reducing manual review time by 85%.
- Refined the RDTF testing framework, improving stubbing for independent domain testing across 3 domains.
- Implemented 4 coding checks (e.g., banning recursive functions) and contributed to code reviews.

Projects

MCP Servers Development

Apr 2024 - Present

- Built MCP (Model Context Protocol) servers for internal tools to support agentic workflows in JioCloudPC.
- Ensured high scalability and performance using FastAPI and PyTorch frameworks.

Intent-Based Search

Apr 2024 - Present

- Developed a very lightweight intent-based search and execution system for JioCloudPC.
- Optimized for low latency and resource efficiency using custom algorithms.

Jiomeet+ Enhancements

Jan 2024 - Mar 2024

- Created a system to extract highlights from meeting recordings using transformer-based models.
- Implemented context-aware sectioning for improved meeting navigation in Jiomeet+.
- Integrated language identification with VoxLingua107 for accurate transcription.

Video LipSync Generation

Oct 2023 - Feb 2024

- Developed an end-to-end 25fps lip-sync video generation platform with two cutting-edge architectures.
- Improved video quality by 30% using GAN-based lip mask generation and 2D CNN speaker identity encoders.
- Built with FastAPI and PyTorch for enhanced performance and scalability.

Speech Generation & Voice Cloning

Oct 2023 - Jan 2024

- Engineered a multi-language speech generation system supporting 13 Indian languages.
- Implemented voice cloning using Generative AI and Stable Diffusion, with reference speaker embeddings for style and tone replication.
- Achieved high-fidelity audio output with minimal latency.

Smart Aquarium IoT

Mar 2022 - Apr 2022

- Designed a real-time monitoring system for pH (6.8-7.8) and luminosity using Raspberry Pi and Arduino.
- Automated water pH adjustment and brightness control (10-20 lumen) with solenoid valves.
- Built a mobile app for 24/7 remote monitoring of water quality metrics.

Django - DigiSchool IITK

Feb 2022 - Mar 2022

- Crafted an educational platform for grades 6-12 with a 10-member team.
- Deployed v2.0 with discussion forums and integrated communication tools (announcements, chat).
- Enhanced student-teacher interaction and course material accessibility.

Technical Skills

C/C++
Python
Java
PyTorch
TensorFlow
Node.js
Docker
Kubernetes
GenAI
RAG
LLM

Resources & Insights

Dive into my technical sessions and research notes: