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wkzdgh's Projects

autoformer icon autoformer

About Code release for "Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting" (NeurIPS 2021), https://arxiv.org/abs/2106.13008

ctab-gan icon ctab-gan

Official git for "CTAB-GAN: Effective Table Data Synthesizing"

haptic_transformer icon haptic_transformer

Implemenatation of HAPtic TRansformer used in task of terrain classification from force/torque data.

node icon node

Neural Oblivious Decision Ensembles for Deep Learning on Tabular Data

pytorch-attention icon pytorch-attention

πŸ¦–Pytorch implementation of popular Attention Mechanisms, Vision Transformers, MLP-Like models and CNNs.πŸ”₯πŸ”₯πŸ”₯

shap icon shap

A game theoretic approach to explain the output of any machine learning model.

sttn icon sttn

Crash-risk propagation simulating

tabular-dl-tabr icon tabular-dl-tabr

The implementation of "TabR: Unlocking the Power of Retrieval-Augmented Tabular Deep Learning"

transformer-bert-sms-spam-detection icon transformer-bert-sms-spam-detection

Spam SMS Detection Project implemented using NLP & Transformers. DistilBERT - a hugging face Transformer model for text classification is used to fine-tune to best suit data to achieve the best results. Multinomial Naive Bayes achieved an F1 score of 0.94, the model was deployed on the Flask server. Application deployed in Google Cloud Platform

transformers icon transformers

πŸ€— Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.

xai_transformertabular icon xai_transformertabular

Development of a Transformer to work with tabular data in binary and multiclass classification that provides an explanation of the results it provides.

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