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Working from home
109 followers · 90 following

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Achievement: Pull Sharkx2Achievement: StarstruckAchievement: Arctic Code Vault Contributor

Achievements

Achievement: Pull Sharkx2Achievement: StarstruckAchievement: Arctic Code Vault Contributor

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@RIT-SWEN610-F21

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ayushkumarshah/README.md

Hi there 👋 , I am Ayush Kumar Shah, an AI enthusiast.

  • 🔭 I’m a fifth-year Ph.D. candidate at Rochester Institute of Technology (RIT), conducting research at the Document and Pattern Recognition Lab (DPRL), under the mentorship of Dr. Richard Zanibbi.
  • 💡 My work centers around designing fast, efficient, and interpretable parsers for recognizing complex mathematical and chemical formulas. I explore graphical notations across multiple formats, including PDFs, typeset images, and handwritten strokes. Through graph attention-based techniques, I aim to enhance how contextual information is processed, while preserving a natural and interpretable graph representation.
  • 🎯 My goal is to deliver high accuracy in formula recognition through models that are not only faster but also easier to interpret than traditional encoder-decoder architectures.
  • 💻 Recently, I developed ChemScraper, a molecule diagram parser that extracts characters and graphics directly from PDF molecule images. By utilizing typesetting instructions and simple graph transformations, it generates both visual and chemical graphs — without the need for OCR, GPUs, or vectorization. ChemScraper offers a practical approach to creating fine-grained, annotated datasets for training visual parsers, and also a visual parser for parsing molecule images (raster) directly.
  • 🌐 Research interests: Pattern recognition, recognition of graphical structures, computer vision, speaker understanding, large language models, multi-modal deep learning, natural language processing .
  • ✍️ I write blog posts that reflect my new learnings mostly related to python and AI.
  • 🌱 I’m currently learning fundamental concepts and advancements in recognition (parsing) of graphical information from documents.
  • 📃 You can view my CV here: My CV
  • Personal website: shahayush.com

Follow on Twitter Linkedin: ayush7

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Ayush's github stats

Some additional pinned repositories

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  1. Guitar-Chords-recognition Guitar-Chords-recognition Public

    An application that predicts the chords when melspectrograms of guitar sound is fed into a CNN.

    Python 119 42

  2. autocar autocar Public

    A self-driving car that can detect lanes, stop sign, traffic light and avoid a collision, built using Canny edge detection, Hough transform, Haar cascade classifier, and Arduino programming.

    Python 5 1

  3. AI-Plays-GTA5 AI-Plays-GTA5 Public

    A bike-riding agent in a virtual environment (GTA5), built using CNN, used for simulating self-driving vehicles.

    Python 7

  4. Deep-Learning-Nanodegree-Udacity Deep-Learning-Nanodegree-Udacity Public

    This repository contains all the projects that I submitted during the completion of the Deep Learning Nano Degree provided by Udacity.

    Jupyter Notebook 2 1

  5. Nepali_Plagiarism_Detection Nepali_Plagiarism_Detection Public

    An application which detects plagiarised Devanagari text files using a self built rule based stemming algorithm and Cosine similarity.

    Jupyter Notebook 6 3

  6. SLR-Parser SLR-Parser Public

    A SLR_Parser which costructs canonical collection of LR(0) items and SLR Parsing table and also parses a given input string.

    Python 5 2