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Arjunvankani/README.md


~/ whoami

$ cat about.txt

Hi, I'm Arjun Vankani β€” an AI Engineer working across Generative AI, Computer Vision, and NLP, currently exploring LLaMA fine-tuning, diffusion models, and CLIP-based retrieval.

  • πŸŽ“ M.Tech ICT (Machine Learning), Dhirubhai Ambani Institute of ICT β€” 2022–2024
  • πŸ§ͺ Currently exploring: LLaMA fine-tuning, diffusion models, CLIP retrieval
  • πŸ“˜ Book chapter provisionally accepted: Cybernetic Shield: Securing the Future of Machine Intelligence, 2025
  • πŸ₯‡ Shri Dewang Mehta IT Award β€” Top Ranker, B.E. (2022)
  • πŸ’¬ Fun fact: guest lecturer who still debugs shape mismatches at 2 AM

class Arjun:
    def __init__(self):
        self.role = "AI Engineer & Aspiring Research Scholar"
        self.focus = ["Generative AI", "Computer Vision", "NLP"]
        self.currently_exploring = ["LLaMA fine-tuning", "Diffusion models", "CLIP retrieval"]

    def say_hi(self):
        return "Let's build something intelligent πŸš€"

~/ toolbox

tech stack

~/ skill radar

skill radar chart

~/ contribution calendar

contribution heatmap

~/ the numbers





~/ selected work

🌫️ Haze Removal in Re-ID

Built a U-Net based dehazing pipeline, outperforming DCP, COA, FFA & AOD baselines. Synthetic haze generated via beta/airlight tuning for light-to-heavy conditions. U-Net Image Restoration CV

πŸ•΅οΈ Person Re-ID for Surveillance

CNN + Deep SORT tracking, Omni-Scale feature extraction, and FaceNet for facial recognition β€” chained into a full re-identification pipeline. Deep SORT Omni-Scale FaceNet

πŸ¦™ LlamaWeb

Fine-tuned LLaMA into a domain-aware ChatGPT clone using LangChain embeddings for context-aware retrieval, evaluated with BLEU score. LLaMA LangChain RAG

πŸ” CLIP Semantic Image Search

Text β†’ Image retrieval engine using CLIP embeddings, searchable via CLI or local folders. Query "rainy road at night" and watch it find it. CLIP Embeddings Semantic Search

βš™οΈ ComfyUI Γ— n8n Automation

CSV-driven pipeline that auto-routes tasks (upscale / text2img / video / segmentation / StyleGAN) to ComfyUI β€” one click, zero manual wiring. n8n ComfyUI Automation

🌎 Environmental AI Toolkit

Gradio app bundling sentiment analysis, NER, Q&A, object detection/segmentation, and Stable Diffusion scene generation for environmental data. Gradio Stable Diffusion NLP + CV


πŸ“œ Certifications

Applied ML in Python – U. Michigan Python for Data Science – IBM GenAI with LLMs – AWS ML Specialization – Stanford Neural Networks & Deep Learning – DeepLearning.AI Data Analysis with R – Google


πŸ’¬ Let's Talk AI, Research, or Ridiculous Side Projects

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