ML Engineer with experience in deep learning, NLP, and multimodal systems; IEEE-published author skilled in building recommendation engines and emotion recognition models using Python, TensorFlow, PyTorch, and Hugging Face.
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Jobs
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Swetcha telangana
iHubData IIIT Hyderabad
May 2025 - Dec 2025(8 months)
ML intern
Hugging Face
May 2025 - Jun 2025(2 months)
Built, fine-tuned, and deployed NLP models using Hugging Face Transformers, PyTorch, and Accelerate with multilingual tokenization (SentencePiece, Tokenizers), and hosted interactive applications on Hugging Face Spaces via Streamlit/Gradio with Uvicorn for scalable inference. Optimized deployment workflows with Accelerate & Hugging Face Hub, reducing model load time by 30% and ensuring CPU-only compatibility for low-resource environments. LINK: https://code.swecha.org/surya2102. hugging face: https://huggingface.co/str2102
Emotion recognition
IEEE Xplore
Feb 2025 - Apr 2025(3 months)
Education
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Bachelor of Technology in Computer Science Engineering (AI & ML)
Sphoorthy Engineering College
Nov 2021 - Jan 2025(3 years 3 months)
Projects (professional or personal)
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DeFi Wallet
Oct 2025 - Dec 2025(3 months)
Built a pipeline to analyze DeFi wallet transactions, generate features, and assign transparent credit scores (0-1000) with visualized behavior patterns
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Emotion Recognition Model
Nov 2024 - Jan 2025(3 months)
Developed a multimodal deep learning model for emotion recognition using audio and text data, achieving 85% accuracy with TensorFlow and PyTorch.
Publications
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International Conference on Visual Analytics and Data Visualization (ICVADV)