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Jianhao Guo's Projects

annotated_deep_learning_paper_implementations icon annotated_deep_learning_paper_implementations

🧑‍🏫 60 Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, sophia, ...), gans(cyclegan, stylegan2, ...), 🎮 reinforcement learning (ppo, dqn), capsnet, distillation, ... 🧠

deepxde icon deepxde

A library for scientific machine learning and physics-informed learning

flowtorch icon flowtorch

This library would form a permanent home for reusable components for deep probabilistic programming. The library would form and harness a community of users and contributors by focusing initially on complete infra and documentation for how to use and create components.

gcn-tffc icon gcn-tffc

比较 TCN、GRU、GCN、TGCN、 TCN+GCN 在 交通流量预测方面的准确率效果。

lstm icon lstm

基于LSTM的时间序列预测研究

lstm-svm-rf-time-serie-lstm-s icon lstm-svm-rf-time-serie-lstm-s

Regression prediction of time series data using LSTM, SVM and random forest. 使用LSTM、SVM、随机森林对时间序列数据进行回归预测,注释拉满。

lstm_learn icon lstm_learn

a implement of LSTM using Keras for time series prediction regression problem

multivariate-time-series-forecasting-keras icon multivariate-time-series-forecasting-keras

This project provides implementations with Keras/Tensorflow of some deep learning algorithms for Multivariate Time Series Forecasting: Transformers, Recurrent neural networks (LSTM and GRU), Convolutional neural networks, Multi-layer perceptron

transformer icon transformer

Implementation of Transformer model (originally from Attention is All You Need) applied to Time Series.

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