🎓 Final-Year MSc Data Science Student @ the Defence Institute of Advanced Technology(DIAT), DRDO, Pune.
💻 AI Researcher | Machine Learning Enthusiast | Data Science Enthusiast
🚀 Passionate about solving complex problems using Data Science, Machine Learning, and Deep Learning.

I am a data science student currently specializing in Continual Learning, with a focus on:

• Continual Learning for Regression Tasks (CLeaR)
• Regularization-Based Techniques (e.g., Elastic Weight Consolidation - EWC)
• Architecture-Based Techniques (e.g., Progressive Neural Networks - PNN)
• Replay-Based Techniques

Additionally, I have been working on multiple projects involving:

• Large Language Models (LLMs)
• Optical Character Recognition (OCR)
• Deepfake Image Detection using VGG, ResNet, InceptionNet and other own custom architectures.

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• Machine Learning & Deep Learning: Building and improving models to solve real-world problems.
• Continual Learning: Exploring techniques like EWC, PNN, and Replay-Based Methods to enable models to learn continuously without forgetting.
• Generative Models: Working with GANs, VAEs, and Diffusion Models to push the boundaries of AI creativity.

• LLMs: Novel approaches to build domain specific LLM models.
• Advanced NLP: Deepening my knowledge of Transformer Models like GPT.
• Generative AI: Exploring cutting-edge advancements in GANs, VAEs, and Diffusion Models.

• Continual Learning for Regression Tasks (CLeaR): Extending continual learning to regression problems.
• Elastic Weight Consolidation (EWC): Regularization-based approach to prevent catastrophic forgetting.
• Progressive Neural Networks (PNN): Architecture-based method for continual learning.
• Replay-Based Techniques: Using stored data to retain knowledge.

• Developing models using VGG, ResNet, and Own Custom Architectures to detect deepfake images with high accuracy.

• Exploring LLMs for various NLP tasks, including text generation, summarization, and question-answering.

• Building robust OCR systems to extract text from images and documents.

📧 Email: [email protected]

🔗 LinkedIn: Let’s Connect!

🐙 GitHub: @sunil003)

🔗 Medium: Sunil

I am always open to collaborating on exciting projects and discussing new ideas in AI, ML, and Data Science. Feel free to reach out—let’s create something amazing!

⭐️ Star this repo if you find it interesting! ⭐️

Thank you for visiting my profile! 😄