Aryan Kumar

Data Scientist

https://www.opentalent.in/aryan-kumar-7

Software Engineer

Bengaluru, Karnataka, IndiaMember since June 18, 2026

Key Strengths

Demonstrated interest and practical experience in various AI/ML sub-fields through personal projects (e.g., LiDAR segmentation, LLM fine-tuning, speaker diarization).
Proficiency in Python, Jupyter Notebook, and Dockerfile, which are core technologies for Data Scientists.
Experience with modern deep learning techniques like domain adaptation, QLoRA/PEFT for LLMs, and PyTorch.

Cultural & Operational Fit

Cultural Fit Analysis

The candidate's projects show a strong inclination towards research-oriented and experimental AI/ML tasks, which could indicate a good fit for an innovative and technically driven culture. However, the lack of professional experience or team-based projects makes it difficult to fully assess cultural fit. The projects are diverse within the AI/ML domain, but all are personal, limiting insight into collaboration or broader business context.

Soft Skills & Operational Fit

Insufficient data to assess soft skills or operational fit. No psychometric test results or interview feedback provided.

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Projects

genai-assignment2

November 23, 2025 – November 23, 2025

genai-assignment2 — GitHub repository

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humanized-npc-llm

October 29, 2025 – November 26, 2025

Fine-tuning small language models (3-4B) to generate persona-consistent, humanized dialogue for game NPCs using QLoRA/PEFT

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cross-sensor-3d-lidar-segmentation-and-dom-adpt

October 11, 2025 – Present

This repo contains all the code related to my research on Cross-Sensor 3D LiDAR Segmentation & DomAdpt where a model trained on ECLAIR, adapted to DALES using modern domain generalization (DG) and unsupervised domain adaptation (UDA) techniques, can recover a large fraction of the cross-dataset accuracy drop without requiring new labels.

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pytorch

July 5, 2025 – July 5, 2025

Udemy's Pytorch course assignment

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dplat-file-vault-coding-challenge

June 7, 2025 – June 7, 2025

dplat-file-vault-coding-challenge — GitHub repository

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intelligent-vm-allocation

April 15, 2025 – April 15, 2025

intelligent-vm-allocation — GitHub repository

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speaker-diarization-recognition-for-multi-speaker-indian-conversations

April 14, 2025 – April 17, 2025

speaker-diarization-recognition-for-multi-speaker-indian-conversations — GitHub repository

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speech-understanding-assignment3

April 11, 2025 – April 12, 2025

speech-understanding-assignment3 — GitHub repository

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Intelligent-traffic-monitoring-system

April 6, 2025 – April 14, 2025

Intelligent-traffic-monitoring-system — GitHub repository

View Project

Speech-Understanding-Assignment2

March 30, 2025 – March 30, 2025

Speech-Understanding-Assignment2 — GitHub repository

View Project

Key Strengths

Demonstrated interest and practical experience in various AI/ML sub-fields through personal projects (e.g., LiDAR segmentation, LLM fine-tuning, speaker diarization).
Proficiency in Python, Jupyter Notebook, and Dockerfile, which are core technologies for Data Scientists.
Experience with modern deep learning techniques like domain adaptation, QLoRA/PEFT for LLMs, and PyTorch.

Cultural & Operational Fit

Cultural Fit Analysis

Soft Skills & Operational Fit

Insufficient data to assess soft skills or operational fit. No psychometric test results or interview feedback provided.

Aryan Kumar

Key Strengths

Cultural & Operational Fit

Top Skills

Skills

Projects

Key Strengths

Cultural & Operational Fit