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in the zone..
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in the zone..
35 followers · 5 following

Achievements

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Achievements

Achievement: StarstruckAchievement: YOLOAchievement: Pull SharkAchievement: Quickdraw

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iDharshan/README.md

Hey, I'm Dharshan 👋

AI Engineer building production AI systems - from LLM applications and NL2SQL to computer vision and edge deployment.

Currently working on an enterprise NL2SQL product, exploring how natural-language interfaces can become more proactive rather than simply responding to queries.

Outside of work, I build things to understand how they actually work.

What I work with

PyTorch · Transformers · LLMs · Computer Vision · RAG · LoRA/PEFT · FastAPI · Docker · NumPy · scikit-learn · Azure

Things I've built

  • Transformers from scratch with NumPy and PyTorch
  • LSTM-based systems for real-world problems
  • RAG systems and LLM fine-tuning
  • Real-time computer vision on Jetson Orin Nano
  • ML systems spanning research, experimentation, and deployment

Currently going deeper into

ML Systems · LLMs · Computer Vision · Edge AI · Systems

I learn by building, breaking things, and figuring out why they broke.

Pinned Loading

  1. LSTM-based-Soft-Sensor-for-Estimating-Nitrate-Concentration-in-Aquaponics-Pond LSTM-based-Soft-Sensor-for-Estimating-Nitrate-Concentration-in-Aquaponics-Pond Public

    This repository contains code for an LSTM-based soft sensor designed to estimate nitrate concentration in aquaponics ponds, offering real-time insights into water quality for improved management an…

    Jupyter Notebook 9

  2. ScrapInspectionViT-FastAPI-6C102K ScrapInspectionViT-FastAPI-6C102K Public

    AI based Steel Scrap Inspection System using Vision Transformer fine-tuned on 102k images. Deployed with FastAPI for real-time predictions, supporting efficient and sustainable steel recycling thro…

    Jupyter Notebook 1

  3. Efficient-SRU-Optimization-via-Deep-Learning-driven-LSTM-Dynamical-Models Efficient-SRU-Optimization-via-Deep-Learning-driven-LSTM-Dynamical-Models Public

    Applied LSTM networks to estimate key variables in a sulfur recovery unit (SRU) of a refinery plant. Achieved accurate predictions for process optimization, even in offline analyzer scenarios. Resu…

    Jupyter Notebook 3

  4. ML-Based-Vehicle-Predictive-Maintenance-System-with-Real-Time-Visualization ML-Based-Vehicle-Predictive-Maintenance-System-with-Real-Time-Visualization Public

    AI-driven predictive maintenance for vehicles using GBM models on real-time sensor data. Proactive fleet management, cost reduction, and efficient transportation enabled by forecasting maintenance …

    Jupyter Notebook 42 11

  5. Tiny-Transformer-from-Scratch-NumPy-to-PyTorch Tiny-Transformer-from-Scratch-NumPy-to-PyTorch Public

    Implemented a Tiny Transformer model from scratch using NumPy, replicating the "Attention Is All You Need" architecture. Later, I ported it to PyTorch for efficient GPU-accelerated training. This p…

    Jupyter Notebook 2 1

  6. AI-Research-Analyzer AI-Research-Analyzer Public

    AI-powered research paper analyzer that extracts key insights and identifies research gaps from PDF academic papers. Built using RAG (Retrieval-Augmented Generation), Sentence Transformers, FAISS, …

    Python 8 2