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agu2018

Do internals of neural networks make sense in the context of hydrology?

analytic_gw_book

This repository contains the Python code of "Analytical Groundwater Modeling: Theory and Applications Using Python" by Mark Bakker and Vincent Post

bdp-data-docs

This repository contains documents related to the NOAA Big Data Program.

bootcamp_basic_model_interface

Training material for the Basic Model Interface, connecting models in the Nextgen Framework

calfews

cama-flood_v4

CaMa-Flood_v4 development master

causal-ml

Must-read papers and resources related to causal inference and machine (deep) learning

causalml

Uplift modeling and causal inference with machine learning algorithms

causalnex

A Python library that helps data scientists to infer causation rather than observing correlation.

cloudinfra

NextGen In A Box: NextGen Framework National Water Model Community Release

cnn-text-classification-tf

Convolutional Neural Network for Text Classification in Tensorflow

d2l-zh

《动手学深度学习》：面向中文读者、能运行、可讨论。英文版即伯克利“深度学习导论”教材。

dhsvm-pnnl

draw_convnet

ealstm_regional_modeling

The Proper Care and Feeding of CAMELS: How Limited Training Data Affects Streamflow Prediction

echotorch

A Python toolkit for Reservoir Computing and Echo State Network experimentation based on pyTorch. EchoTorch is the only Python module available to easily create Deep Reservoir Computing models.

finitevolume-python

Finite Volume simulation of the Kelvin-Helmholtz Instability

flopy

A Python package to create, run, and post-process MODFLOW-based models.

graph-wavenet

graph wavenet

high_performance_python

Code for the book "High Performance Python" by Micha Gorelick and Ian Ozsvald with OReilly

hrldas

HRLDAS (High Resolution Land Data Assimilation System)

hydro-model-xaj

XAJ model

hydrofabric

hydrofabric meta-package

hydrotools

Suite of tools for retrieving USGS NWIS observations and evaluating National Water Model (NWM) data.

image-entropy

An ongoing research project on image entropy assessment using machine learning.

incubator-mxnet

Lightweight, Portable, Flexible Distributed/Mobile Deep Learning with Dynamic, Mutation-aware Dataflow Dep Scheduler; for Python, R, Julia, Scala, Go, Javascript and more

inundation-mapping

Flood inundation mapping and evaluation software configured to work with U.S. National Water Model.

jupyter-book

Create beautiful, publication-quality books and documents from computational content.

keras

Deep Learning for humans

lisf