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questinrest/README.md

Hi there, I'm Aman Mishra (@questinrest)! 👋

I am a final-year MSc Data Science student at the Defence Institute of Advanced Technology, Pune. With a strong foundation in Python, data analysis, and the application of machine learning and deep learning techniques, I am passionate about using data to solve complex and interesting problems.

Currently, I am working in the field of Machine Unlearning, where the objective is to remove the influence of specific data from an already trained model without needing to retrain it from scratch. This area of research holds significant promise, especially in contexts where privacy and data retention policies require models to "forget" certain data without compromising their overall performance.

questinrest


🛠 Languages and Tools

pytorch pandas matplotlib r VS Code Git python scikit_learn seaborn


👀 What I’m interested in

  • Machine Learning & Deep Learning: I have built a strong foundation in ML and DL, and I’m constantly improving my skills in these areas by applying the knowledge to exciting problems.
  • Zero-Shot Machine Unlearning: Currently exploring the idea of unlearning specific data from a model without having access to the original dataset. This is crucial in scenarios where data retention policies, privacy concerns, or data availability constraints prevent access to the original training data.
  • Generative Models: Exploring models like GANs, VAEs, and diffusion models that are driving innovations in AI creativity and automation.

🌱 What I’m currently learning

  • Zero-Shot Based Machine Unlearning: Exploring novel methods for teaching models to “unlearn” data they've been trained on, without starting from scratch.
  • Advanced NLP: I'm deepening my understanding of natural language processing with transformer models like BERT and GPT.
  • Generative AI: I’m also exploring cutting-edge work in generative models, from GANs to diffusion models.

💞️ Let’s collaborate on

  • Machine Learning & Deep Learning Projects: I’m excited to collaborate on research projects, especially those related to model interpretability, machine unlearning, and privacy.
  • AI Research: If you're exploring innovative AI fields or interested in applying ML to real-world problems, let’s work together!
  • Open-Source Projects: Always eager to contribute to the open-source community in ML, AI, and data science.

📫 How to reach me


Pinned Loading

  1. awesome-machine-unlearning awesome-machine-unlearning Public

    Forked from tamlhp/awesome-machine-unlearning

    Awesome Machine Unlearning (A Survey of Machine Unlearning)

    Jupyter Notebook 1

  2. Deep-ML-Solutions Deep-ML-Solutions Public

    Solutions to coding exercises from Deep-ML in the areas of Linear Algebra, Machine Learning, Deep Learning, Computer Vision, and NLP.

    Jupyter Notebook

  3. Introduction-to-Pandas-LeetCode-Solutions Introduction-to-Pandas-LeetCode-Solutions Public

    Solutions to LeetCode 15 problems based on Pandas library

    Jupyter Notebook

  4. Mathematical-Cryptography-AMMSCD536 Mathematical-Cryptography-AMMSCD536 Public

    Code implementation of some of the algortihms in Cryptography.

    Jupyter Notebook