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Achievement: Pull Shark

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Achievement: Pull Shark

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zyberg2091/readme.md

Hey there

I am Shubham Kumar.

AI/ML Developer • GenAI Enthusiast • Research-Oriented Engineer

I build and explore machine learning systems with a focus on multilingual NLP, LLMs, and real-world AI applications.

🔗 Connect with me

🌍 Open Source Contributions

  • 🧠 Hugging Face Transformers
    🔗 huggingface/transformers#9286

    • Contributed to resolving a token alignment issue affecting multilingual NER pipelines
    • Improved tokenizer behavior across languages

  • 🗣️ Hugging Face Model Hub
    🔗 https://huggingface.co/zyberg2091/distilbert-base-multilingual-toxicity-classifier

    • Published a multilingual toxicity classifier (DistilBERT)
    • Supports English, Hindi, and Hinglish
    • Focused on real-world content moderation use cases

  • 📊 TensorFlow Models (Community Contributions)

    • Contributed to discussions on best practices for object detection on custom datasets

  • 📚 Documentation Contributions (TensorFlow, Rasa)

    • Improved developer experience through documentation fixes and clarity enhancements

📊 GitHub Stats

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  1. llm-scaling-analysis llm-scaling-analysis Public

    A Small Pretrained Language Model built with research and learning purpose

    Jupyter Notebook

  2. gated-attention-dynamics gated-attention-dynamics Public

    Study Gated Attention for Language Models Under Different Normalization Techniques: Nonlinearity, Sparsity, and Attention Sink Suppression

    Jupyter Notebook

  3. tiny-recursive-model-replication tiny-recursive-model-replication Public

    Implementation of Tiny Recursive Model (TRM) with halting (q_halt) and deep supervision. Experiments focus on understanding training dynamics of halting, masking, and recursive updates.

    Jupyter Notebook

  4. BlogTagger BlogTagger Public

    This is a package that can extract important keywords from a page to create tags for any blogs, news etc. The link to the source repository of package is mentioned in the readme.

    Python

  5. e-safety e-safety Public

    An architecture designed to predict toxicity of web pages, adult video embedded in web pages.It automatically blocks the adult video if any content in the video represents child pornography.

    Jupyter Notebook

  6. Aapka-Apna-Hiphop Aapka-Apna-Hiphop Public

    Make your own rap verses with one click

    Jupyter Notebook 10 3

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