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Ghanshyam Paunikar
Portfolio ·
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(Portfolio, 2022 — 2026) V 4.1
Pune, IN 00:00:00 IST

Making machines think and behave in production.

Ghanshyam Paunikar is an AI & data practitioner based in Pune. Previously Data Analyst at Sigma AI, he designs and ships machine-learning systems across NLP, computer vision and applied generative AI — the kind that survive real traffic, not just demo day. Currently open to new opportunities.

Role  /  AI Engineer · Data Scientist
Experience  /  3+ years in production AI
Based  /  Pune · UTC +05:30
Status  /  Actively seeking roles
Scroll
01  /  INDEX

A short portrait in prose.

BasedPune, India
StatusOpen to roles · 2026
Experience3+ years in AI
FocusNLP · CV · GenAI · MLOps
StackPython, PyTorch, AWS
TimezoneIST · UTC +05:30

I build AI that behaves like it's been raised properly — models that are accurate, accountable, and pleasant to be around in production. My work lives at the intersection of research, engineering, and a healthy distrust of hype.

Over the last three years I've led the full arc of ML products — from messy CSVs to 20-stream edge pipelines. I've shipped vision models with 95%+ accuracy, an SRGAN upscaler prototyped for commercial media, and ChatGPT-driven NPCs that lifted player engagement by 45%. I care about clean data, readable code, and the unglamorous work of monitoring what happens after deploy.

Now back in Pune and actively looking for my next role — ideally an AI engineering or data science position where I can own the full arc from prototype to production. Open to remote, hybrid, or on-site across India and internationally.

— Ghanshyam
02  /  SKILLS

The full toolkit.

2.01

Languages & frameworks

  • Python Expert
  • SQL Advanced
  • C# Proficient
  • Flask Advanced
  • FastAPI Advanced
  • Pandas Expert
  • NumPy Expert
  • SciPy Proficient
2.02

ML & deep learning

  • PyTorch Expert
  • TensorFlow Advanced
  • Keras Advanced
  • Scikit-learn Expert
  • Hugging Face Advanced
  • BERT / Transformers Advanced
  • RAG pipelines Advanced
  • Reinforcement Learning Proficient
2.03

Vision & NLP

  • OpenCV Expert
  • YOLO Advanced
  • UNet Advanced
  • SRGAN Advanced
  • CNNs / LSTMs Advanced
  • Tokenization Advanced
  • NER Advanced
  • Sentiment analysis Advanced
2.04

Data & cloud

  • Tableau Advanced
  • Power BI Advanced
  • Plotly / Matplotlib Expert
  • Seaborn Advanced
  • AWS Proficient
  • GCP Proficient
  • Git Advanced
  • A/B Testing Advanced
03  /  CAPABILITIES

Services, carefully chosen.

3.01

Applied Generative AI

LLM products, RAG pipelines, chat agents, and voice-driven characters — from concept to evaluated, monitored release.

ChatGPT APIRAGLangChainEleven Labs
3.02

Computer Vision

Real-time detection, tracking and super-resolution — deployed on edge devices with 95%+ accuracy across difficult conditions.

YOLOUNetOpenCVSRGAN
3.03

NLP & Semantic Search

Classification, NER, embeddings and retrieval — the quiet infrastructure that makes enterprise text actually useful.

BERTTransformersHugging FaceFAISS
3.04

Data Analytics

Pipelines, dashboards, A/B tests and statistical modelling — turning telemetry into decisions your team can act on.

PandasSQLTableauPower BI
3.05

MLOps & Cloud

Reproducible training, cost-sane inference and on-call-friendly observability — models that don't surprise you at 3am.

AWSGCPDockerGit
3.06

AI for Play & Interaction

Unity, XR and conversational agents — bringing models into real-time experiences where latency and personality both matter.

UnityC#Meta Lip SyncAR / VR
04  /  SELECTED WORK

Shipped & sharpened, 2022 — 2026.

— 01

AI NPC — Living Characters

GenAIUnityVoice
2024
— 02

Air Calculator

Computer VisionGesturesReal-time
2023
— 03

Scalable Mask Detection

YOLOEdge AICNN
2022
— 04

Image Resolution Upscaler

SRGANPyTorchMedia
2023
— 05

Driver Sleepiness Alert

IoTCV<0.8s latency
2022
— 06

IBM Capstone — Data Science

Data ScienceFoliumPipeline
2025
— 07

ASL Sign Language Recogniser

MediaPipePyTorchOpenCVAccessibilityReal-time
2026

7 shown  ·  Twelve public repositories. Many more under NDA.

View all repositories ↗
05  /  FIGURES

Numbers, briefly.

3+
Years shipping production AI
95%
Mean model accuracy across deployed CV systems
20+
Concurrent edge video streams in production
45%
Player engagement lift from GenAI characters
06  /  CREDENTIALS

Receipts & recognition.

2025
Data Science Professional Certificate
Verify ↗
IBM · Coursera
2025
Generative AI: Elevate Your Data Science Career
Verify ↗
IBM · Coursera
2025
Machine Learning with Python
Verify ↗
IBM · Coursera
2024
Responsible Generative AI Specialisation
Verify ↗
University of Michigan · Coursera
2024
Elements of AI
Verify ↗
University of Helsinki
2024
Artificial Intelligence
Certified
DRDO · Ministry of Defence, Govt. of India
2024
Supervised ML — Logistic Regression & Naïve Bayes
Verify ↗
Great Learning
2024
Unsupervised Machine Learning — K-Means
Verify ↗
Great Learning
2024
Machine Learning with Python — Foundations
Verify ↗
LinkedIn Learning
2024
SQL for Data Analysis
Verify ↗
LinkedIn Learning
2024
Data Visualization
Verify ↗
Kaggle
2024
2-Day Data Analytics Bootcamp
ID: DGDA7191
Dataisgood
2023
ML, Data Science & Deep Learning with Python
Verify ↗
Udemy
2023
Python Programming for Artificial Intelligence
Verify ↗
Datai Team · Udemy
2022
Artificial Intelligence & AR in Unity + Xcode
Verify ↗
Udemy
07  /  VOLUNTEERING

Beyond the keyboard.

Organisation
Spread Smile Foundation
Volunteer · Community Outreach
Education Healthcare Community

Work that matters, quietly. Some of the most meaningful hours I've spent weren't in a terminal.

I've volunteered with Spread Smile Foundation, contributing to initiatives focused on education, healthcare, and community development for underprivileged children. The work spanned organising fundraising events, running tutoring sessions, and helping with awareness drives — the kind of work that asks for patience more than cleverness.

I collaborated with cross-functional teams to implement sustainable solutions and make sure outreach actually reached. It taught me something engineering rarely does: that empathy and consistency compound harder than any metric, and that showing up — again and again — is its own kind of skill.

Small gestures, hands-on work, real families. Spreading smiles and a bit of hope, one weekend at a time.

(08)  —  NOW HIRING ME · OPEN TO ROLES 2026

Let's build something uncommonly smart.

ghanshyampaunikar@gmail.com
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