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👋 Hello, I’m Sneha
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I’m currently working on Pose Estimation and Machine Translation. Tech Stack: Keras, TensorFlow, OpenCV
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Research Areas: Intelligent Systems(AI/ML, NLP, Speech, Text), Blockchain Technology
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Work Done:
Object Pose Estimation Computer Vision • Completed a project on pose estimation, implementing chessboard pose and human pose estimation using OpenCV. • Developed skills in computer vision techniques, including camera calibration, depth mapping, and machine learning for keypoint detection Machine Translation (English to Spanish) Natural Language Processing • Implemented a transformer-based machine translation model, outperforming the RNN-based model with a BLEU score of 0.72 on the same dataset. Sentence Similarity Natural Language Processing • Analysed various sentence similarity algorithms and performed performance measurements using Python. • Focused more on Semantic Similarity than Syntactic to create a fast and accurate retrieval system. Done analysis on SICK Dataset and achieved an accuracy of 95.4%. POS TAGGING Natural Language Processing • Build a POS tagger to distinguish the various meaning of the same word at different places by using HMM. • Done analysis on the Viterbi algorithm to make the retrieval system fast and accurate. Blockchain – A Public Distribution System Blockchain, Python, Firebase • Developed a Public Distribution System using Blockchain Technology. • Implemented Blockchain using Python and added Firebase to store all the transactions. -
Paper Publication: "POS Tagging in Natural Language Processing" Computational Optimization, Modelling and Simulation: Recent Trends and Challenges || Shaastrarth ‘22.
https://drive.google.com/file/d/1xLYZ-Yj_beeVxOO5VmcRZgdaxG3qpEl4/view?usp=sharing
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Resume: https://drive.google.com/file/d/13M-aq3nKkiywlHYlYi072sc_sNfalHkz/view?usp=sharing
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Coding Profiles:
Codechef: https://www.codechef.com/users/ohhmydude
Hackerrank: https://www.hackerrank.com/ohhmydude