Hi 👋
I am Armaghan,
Software Engineer from NUST,
interested in AI and Machine Learning.
I work mostly in the space of
Computer Vision,
Large Language Models,
and AI-Agents.
And sometimes, you'll find me
contributing to open source as well.
See all experiences at Linkedin
- Working under European Summer of Code (ESoC) program.
- Automating document generation and validation in biotech/pharma domain.
- And accelerating qualification processes for documents using AI agents and LLMs.
- Integrated Sktime with Deep Learning Backends (Pytorch, Huggingface, PEFT)
- Added Pre-trained Foundation Models
- Created 20+ Pull Requests and Reviewed 15+ Pull Requests
- Selected for Research Internship under DAAD at Hochschule RheinMain
- Researched on Knowledge Distillation Techniques for Document Understanding
- Contributed 2 Research Publications
- Implemented Convolution and Recurrent Neural Networks for EEG Pathology Detection.
- Researched AI-based fire detection and prevention
- Led data analysis for an e-commerce platform (Markaz App)
- Developed satellite-based tree count system for Margalla Hills (Govt. project)
- This paper introduces SlimDoc, a parameter-efficient distillation method for multimodal document transformers that achieves strong performance without labeled data, outperforming standard fine-tuning and single-stage distillation across multiple document understanding tasks.
- Code: marcel-lamott/SlimDoc
- This paper explores distilling document understanding capabilities from ChatGPT into FLAN-T5 using labeling and curriculum learning to create a scalable, efficient alternative to resource-heavy LLMs.
- Paper Link: arXiv:2409.11282
- Shows usage of all the Deep Learning based models that I implemented as part of my GSoC project.
- Code: geetu040/Google-Summer-of-Code-2024-Sktime
- Depth Estimation model, DepthPro by Apple, experimented for Image Segmentation and Image Super Resolution.
- Project Link: geetu040/depthpro-beyond-depth
More Projects
| Project | Description |
|---|---|
| Pixa AKS | Pixa is our cloud computing project. A gallery web app that involves orchestrating communication among various microservices, deploying them onto Github Container Registry and Azure Kubernetes Service, and ultimately automating the deployment workflow using Github Actions. Cloud Computing - Azure - Kubernetes Article on the Project Architechture - Project Code |
| Pymodels | Series of Data Science projects, where I have created Computer Vision, NLP models and Recommender Systems from scratch Data Science - Pytorch - Tensorflow - Scikit-Learn Project Demo - Project Code - Project APIs on Huggingface - Amazon Reviews - Movie Reviews |
| Visual DSA | A Visual Implementation of Data Structures and Algorithms including Trees, Graph and Sorting Algorithms created in React. DSA - React.js Project Demo - Project Code |
| FM Connect.AI | Enables document uploads and chatbot interaction. It integrates multiple databases, APIs, and is hosted on Google Cloud Platform, using technologies like Flask, Google Cloud, and Pinecone. Cloud Computing - Aritificial Intelligence - GCP More on Fiverr |
| NUST Bank Chatbot | LLM-based customer support chatbot for a fictional bank, built as part of our LLM project at NUST. Uses RAG, small open-source models, and supports real-time document updates and local inference. LLMs - RAG - Chatbot Project Code |
| Book Recommendation - Graph Embeddings - DeepWalk | Using Graph Embeddings and DeepWalk algorithm to find similar books applying collaborative filtering Data Science - DSA Code |
| Covid Data Analysis | I visualized and analyzed different graphs on Covid Data using advanced libraries for EDA in python Exploratory Data Analysis Code 1 - Code 2 - Code 3 - EDA Ecommerce Consumer Behaviour |
| Intelli Snake | The snakes uses Convolution Network based custom trained Deep Learning model to avoid obstacles (walls, blocks and its body) to find the shortest path to food. Data Science - Tensorflow Project Code - Project Demo - Huggingface Model |
| Audio Transcribing and Diarize | Using whisper and pyannote to transcribe and diarize youtube videos Aritificial Intelligence Code - More on Fiver |
| UniFinder | A college finder web app using Cloud Computing and Continuous Integration. Automating Deployment of Python, PHP, Node js and React app on Azure App Services and Functions. Cloud Computing - Azure Project Code - Article on Azure MySQL |
| Data Structures and Algorithms | DSA implementation in Python, C++, Java and Javascript DSA Code |
| Text2Video | Using state of art models for text to video generation, developing custom API and hosting on Paperspace GPU Cloud Computing - Artificial Intelligence More on Fiverr |
| Pricegram | E-commerce products EDA, clustering, recommender and search engine Data Science Dataset - Search Engine - Search Engine using Qdrant - Search Engine Interface |
| Portfolio Website | Website developed for portfolio projects Web Development - Next.js Code - Demo |
| Forest Fire Mitigation | As a part of my lab project, I researched on the methods and state of art techniques in the domain of mitigating forest fires Research Report |
| EEG Pathology Detection | Applied the techniques of Convolution and Recurrent Networks in implementing research based solutions for pathology detection in EEG time-series data Data Science - Pytorch Reference Code |
| Quora Search Engine Using Qdrant | Example of creating a search engine in no time Artificial Intelligence Code - Article |
| Assembly Code | Simple code pieces during my practise for coding in assembly Assembly Code |
| News App | Uses an API to get news of different categories and shows in a descent User Interface. Web Development - React.js Project Code - Project Demo |
| Text Utils | A simple utility for text where you can capitalize, count etc. Web Development - React.js Project Code - Project Demo |
| Todo App | A simple todo application Web Development - React.js Project Code - Project Demo |
| Static HTML Pages | I have hosted my simple apps based on static web pages that use only HTML, CSS, JavaScript, Bootstrap, JQuery or built from React and Next js projects. These include simple games and clones. Web Development Code - Demo |
| Find Closest City | Laravel implementation of a website that uses map service to find cities closest to the selection Web Development - Laravel Code |
| Web Crawler | PHP implementation of a basic web crawler Web Development - PHP Code |
| Deep Learning Courses | My practice code while completing the courses on coursera Data Science Code |
| Pacman | Pacman game implemented using tkinter in python Tkinter Code |
I mostly contribute state-of-the-art models to popular open-source libraries, for my understanding, and better accessibility and usability for others.
- [ huggingface/transformers ] MiniMax-Text-01 by MiniMaxAI ( PR . Docs . Paper )
- [ huggingface/transformers ] DepthPro by Apple ( PR . Docs . Paper )
- [ sktime/sktime ] TinyTimeMixer by Granite ( PR . Docs . Paper )
- [ sktime/sktime ] TimesFM by Google ( PR . Docs . Paper )
- [ sktime/sktime ] MVTSTransformerClassifier by IBM ( PR . Docs . Paper )
- [ sktime/sktime ] LTSFTransformerForecaster by CureLab ( PR . Docs . Paper )
- [ sktime/sktime ] TinyTimeMixer by Granite ( PR . Docs . Paper )
- [ sktime/sktime ] SciNet by Granite ( PR . Docs . Paper )
- [ sktime/sktime ] ES-RNN by Granite ( PR . Docs . Paper )
- [ huggingface/transformers ] Expose SamVisionModel ( PR )
- [ huggingface/transformers ] Fix/Refactor Sam ( PR )
- [ sktime/sktime ] PEFT methods in HFTransformersForecaster ( PR )
- [ qdrant/qdrant-client ] GRPC Channel-Level Compression ( PR )
- [ qdrant/fastembed ] Support MiniLM-L12-v2 ( PR )
Find all my authored PRs and issues here: ( huggingface/transformers . sktime/sktime )
