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surajitdb's Projects

neural_prophet icon neural_prophet

NeuralProphet - A simple forecasting model based on Neural Networks in PyTorch

neuralrdes icon neuralrdes

Code for: "Neural Rough Differential Equations for Long Time Series", (ICML 2021)

ngboost icon ngboost

Natural Gradient Boosting for Probabilistic Prediction

nixtla icon nixtla

Automated time series processing and forecasting.

nonconformist icon nonconformist

Python implementation of the conformal prediction framework.

nxarray icon nxarray

NeXus input/output capability for xarray

ogs5 icon ogs5

Official repository of the OpenGeoSys THM/C simulator

paleo-asia icon paleo-asia

Data and code for the paper "Coherent streamflow variability in Monsoon Asia over the past eight centuries---links to oceanic drivers"

pandas-videos icon pandas-videos

Jupyter notebook and datasets from the pandas Q&A video series

paramtest icon paramtest

R package for varying parameters in simulations or other iterative processes

pastas icon pastas

:spaghetti: Pastas is an open-source Python framework for the analysis of groundwater time series.

pastastore icon pastastore

:spaghetti: :convenience_store: Tools for managing timeseries and Pastas models

patchtst icon patchtst

An offical implementation of PatchTST: "A Time Series is Worth 64 Words: Long-term Forecasting with Transformers." (ICLR 2023) https://arxiv.org/abs/2211.14730

pcr-globwb_model icon pcr-globwb_model

PCR-GLOBWB (PCRaster Global Water Balance) is a large-scale hydrological model intended for global to regional studies and developed at the Department of Physical Geography, Utrecht University (Netherlands). Contact: Edwin Sutanudjaja ([email protected]).

pga_lstm icon pga_lstm

Physics Guided Architecture (PGA) of Neural Networks for Quantifying Uncertainty in Lake Temperature Modelling

pgnn icon pgnn

Physics-guided Neural Networks (PGNN) : An Application In Lake Temperature Modelling

phygnn icon phygnn

physics-guided neural networks (phygnn)

pinns icon pinns

Physics Informed Deep Learning: Data-driven Solutions and Discovery of Nonlinear Partial Differential Equations

podaacpy icon podaacpy

A python utility library for interacting with NASA JPL's PO.DAAC

ppi_py icon ppi_py

A package for statistically rigorous scientific discovery using machine learning. Implements prediction-powered inference.

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