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2017wxyzwxyz's Projects

pytorch-ts icon pytorch-ts

PyTorch based Probabilistic Time Series forecasting framework based on GluonTS backend

qrmgm_kde icon qrmgm_kde

A probabilistic forecasting method based on Quantile Regression Minimal Gated Memory Network and Kernel Density Estimation.

qsqf icon qsqf

Code for "Nonparametric Probabilistic Forecasting for Wind Power Generation using Quadratic Spline Quantile Function and Autoregressive Recurrent Neural Network"

rl-adventure icon rl-adventure

Pytorch Implementation of DQN / DDQN / Prioritized replay/ noisy networks/ distributional values/ Rainbow/ hierarchical RL

sarimax-models icon sarimax-models

Estimate S-ARIMA-X models with Stochastic Gradient Descent or Kalman Filter

seriesnet icon seriesnet

Time series prediction using dilated causal convolutional neural nets (temporal CNN)

som-vae icon som-vae

TensorFlow implementation of the SOM-VAE model as described in https://arxiv.org/abs/1806.02199

spacetime icon spacetime

Code for SpaceTime 🌌⏱️. Proposed in Effectively Modeling Time Series with Simple Discrete State Spaces, ICLR 2023.

sssd icon sssd

Repository for the paper: 'Diffusion-based Time Series Imputation and Forecasting with Structured State Space Models'

statsmodels icon statsmodels

Statsmodels: statistical modeling and econometrics in Python

stg2seq icon stg2seq

Implementation of STG2Seq: Spatial-temporal Graph to Sequence Model for Multi-step Passenger Demand Forecasting

stock-prediction-models icon stock-prediction-models

Gathers machine learning and deep learning models for Stock forecasting including trading bots and simulations

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