🍌
Counterfactual mode activated — the banana was never there.
  Machine Vision & AI — Université Paris-Saclay

Building Intelligent
Systems That See

Nithin Sai Kumar Kopparapu — AI Researcher & Deep Learning Engineer
From vision-language models to edge deployment — turning research into real-world AI

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AI & Deep Learning Portfolio

Research, deployments, and experiments across the full AI stack.

01 Vision & Language Models
Task 1 Task 2 Task N catastrophic forgetting?
02 — CONTINUAL LEARNING

Multitask Image Classification

Sequential multi-task learning without catastrophic forgetting of previously learned knowledge.

Continual Learning CNNs PyTorch
02 Computer Vision & Edge AI
car 0.94 truck 0.87
03 — AERIAL DETECTION

Vehicle Detection & Speed Estimation for UAV

UAV-based signaling system for road efficiency and collision prevention at intersections.

YOLOv11 Transfer Learning OpenCV
JETSON NANO/XAVIER FPS: 30
04 — EDGE DEPLOYMENT

Traffic Analysis via Edge AI Modules

Real-time detection and counting on NVIDIA Jetson Nano & Xavier using optimized YOLOv4.

YOLOv4 Jetson Nano TensorRT
Input Processed
05 — IMAGE PROCESSING

Image Processing Experiments

Classical CV algorithms, filters, and transformations in Jupyter Notebooks.

OpenCV Jupyter Python
03 Generative AI & NLP
Generator Discriminator
06 — GENERATIVE AI

Synthetic Data Generation — VAE vs GAN

Comparative study of VAE and GAN architectures for synthetic training data augmentation.

GANs VAE PyTorch
Supervised RL 27 + 145 = ? → 172 ✓
07 — NLP / LLM

Arithmetic LLM — Pretraining vs RL

Can small LMs learn arithmetic? Comparing supervised pretraining and RL fine-tuning paradigms.

Transformers RL NLP
04 Reinforcement Learning & XR
reward: +1 per step
08 — REINFORCEMENT LEARNING

Deep Q-Learning — CartPole-v1

DQN with experience replay and target networks solving the CartPole benchmark.

DQN OpenAI Gym PyTorch
WebXR VR / AR
09 — EXTENDED REALITY

Tower of Hanoi — XR Game

Immersive puzzle game with WebXR VR/AR support, 3D manipulation, and hint system.

Three.js WebXR VR / AR
05 Embedded Systems & IoT
MCU
10 — EMBEDDED SYSTEMS

Embedded Systems Projects

Microcontroller programming, sensor integration, and real-time control in C.

C Microcontrollers IoT
Arduino • C++ • Sensors
11 — IoT & HARDWARE

Arduino Projects

Hardware prototyping with sensor integration and IoT experiments.

Arduino C++ Sensors

Experience & Research

Professional Timeline

MAR 2026 — PRESENT
Computer Vision & AI Intern
Saint-Gobain Research Provence, France

Image processing & CV algorithms for monitoring clogging in glass furnaces. Image segmentation using classical and ML-based approaches.

JUL 2023 — AUG 2024
Graduate Engineer
Mavenir Systems, Bengaluru, India

5G RAN deployment, Kubernetes cluster installation (RHOCP), O-RAN deployment and sanity testing.

JAN 2023 — JUN 2023
Intern — 5G Systems
Mavenir Systems, Bengaluru, India

5G RAN platform deployment, cluster installation, GNB testing.

Education

SEP 2025 — PRESENT
M2 — Machine Vision & AI
Université Paris-Saclay, France
SEP 2024 — JUN 2025
M1 — Electrical Engineering
Université Paris-Saclay, France
JUL 2019 — JUL 2023
B.Tech — Electronics & Communication
Amrita Vishwa Vidyapeetham, Chennai, India

Publications

📄
Measuring the Vehicle-in-Motion, Density and Allocation of Traffic Signal Using Transfer Learning
3rd Intl. Conf. on AI and Knowledge Processing, Oct 2023 — Springer
DOI: 10.1007/978-3-031-68617-7_19
📄
Detecting and Classifying the Vehicles in Traffic Signal Using Transfer Learning
2nd Intl. Conf. on Signal & Data Processing (ICSDP 2022) — Springer
DOI: 10.1007/978-981-99-1410-4_36

Achievements

🏆
Winner — Arcanum Image Processing Competition
NIT Durgapur, March 2022
🥈
Semi-finalist — The Inventors Challenge
STMicroelectronics & ARM, November 2022
🤖
MCP Hackathon — Mistral AI
Designed Facebook integration with Le-chat

The Console

What I work with, day in and day out.

nithin@ai-world — skills.yaml

Let's Connect

Open to opportunities in AI, Deep Learning, and Computer Vision research across Europe.

visitor@nithin.dev — bash
visitor@nithin.dev:~$ cat about.json
{
  "name": "Nithin Sai Kumar Kopparapu",
  "role": "AI Researcher & Deep Learning Engineer",
  "location": "France 🇫🇷",
  "education": "M2 Machine Vision & AI — Paris-Saclay",
  "status": "Open to opportunities"
}
visitor@nithin.dev:~$ fetch_resume --format=pdf