demand-forecasting

There are 18 repositories under demand-forecasting topic.

Alro10 / deep-learning-time-series
List of papers, code and experiments using deep learning for time series forecasting
deep-learning deep-neural-networks demand-forecasting forecasting-competitions forecasting-models lstm lstm-neural-networks prediction python3 pytorch recurrent-neural-networks sales-forecasting series-analysis series-classification series-forecasting tensorflow time-series time-series-classification time-series-forecasting time-series-prediction
Language:Jupyter Notebook 2430
lixus7 / Time-Series-Works-Conferences
Time-Series Work Summary in CS Top Conferences (NIPS, ICML, ICLR, KDD, AAAI, WWW, IJCAI, CIKM, ICDM, ICDE, etc.)
time-series deep-learning spatio-temporal paper-list traffic-prediction spatio-temporal-prediction spatio-temporal-data spatio-temporal-modeling location travel-time-prediction demand-forecasting anomaly-detection multivariate-timeseries probabilistic-models time-series-forecasting time-series-prediction time-series-imputation accident-detection
669
Funkmyster / awesome-supply-chain
A curated list of awesome supply chain blogs, podcasts, standards, projects, and examples.
supply-chain logistics traceability scm supply-chain-management purchasing procurement manufacturing operations-management planning blockchain podcast revenue-management python scheduling scheduling-algorithms demand-forecasting hacktoberfest hacktoberfest2023 hacktoberfestcebu
225
Knowledge-Precipitation-Tribe / Spatio-Temporal-papers
This project is a collection of recent research in areas such as new infrastructure and urban computing, including white papers, academic papers, AI lab and dataset etc.
urban-computing infrastructure ailab datasets traffic-forecasting traffic-data urban-computing-papers gnn-traffic traffic-prediction traffic-flow demand-forecasting spatio-temporal spatio-temporal-networks flow-prediction demand-prediction graph-convolutional-networks paper temporal-graph-networks
Language:Jupyter Notebook 224
AlekhyaBhupati / Demand-Forecasting-Models-for-Supply-Chain-Using-Statistical-and-Machine-Learning-Algorithms
Internship project
demand-forecasting machine-learning-algorithms statistical-analysis time-series
Language:HTML 44
samirsaci / ml-forecast-features-eng
Machine Learning for Retail Sales Forecasting — Features Engineering
machine-learning python retail sales-forecasting demand-forecasting feature-engineering
Language:Jupyter Notebook 42
mofc-demand-forecast
aldente0630 / mofc-demand-forecast
Time Series Forecasting for the M5 Competition
time-series-analysis kats altair gluonts prophet deepar vector-autoregression tsfresh lightgbm hyperopt demand-forecasting
Language:Jupyter Notebook 38
anafisa / NYC-Taxi-Demand-Prediction
The primary objective of this project is to build a Real-Time Taxi Demand Prediction Model for every district and zone of NYC.
taxi-demand-prediction machine-learning-projects coursera-final-project coursera-machine-learning time-series data-visualization timeseries visualization forecasting sarimax geodata demand-forecasting demand-prediction
Language:Jupyter Notebook 21
weimingwill / inventory-system
E-commerce Inventory System developed using Vue and Vuetify
vue2 vue-router2 vuex2 vue-router-sync webpack2 inventory-management demand-forecasting warehouse-management vuetify
Language:JavaScript 17
Vitens / DBM
Dynamic Bandwidth Monitor; leak detection method implemented in a real-time data historian
real-time leak-detection demand-forecasting demand-patterns operational-dashboard
Language:Visual Basic .NET 15
airsim / rmol
C++ Simulation Revenue Management (RM) Open Library
forecasting operation-research pricing revenue-management simulation ccm customer-choice demand-forecasting discrete-event-simulation model
Language:CMake 14
javierdemartin / neural-bikes
Bike sharing prediction based on neural nets
bike-share-usage-prediction keras bike-data neural-network bike-share bike-sharing-demand prediction-samples bilbao citibike newyork-data demand-forecasting
Language:Python 14
yashkim77 / AV_Food_Demand_Challenge
Food Demand Forecasting Challenge
hachathon machine-learning time-series catboost demand-forecasting python
Language:Jupyter Notebook 14
analyticswithali / Airline-Demand-Forecasting
Minimize forecast errors by developing an advanced booking model using Python
python demand-forecasting airline-booking
Language:Python 12
deepakvohra-analytics / BigData-Project-Inventory-Management-AWS
Big Data Inventory Management on AWS (Demand Forecasting, Machine Learning, Dashboarding) : Presented at Carlson School of Management during the Trends Marketplace event to professors, alumni and working professionals from various companies.
aws machinelearning-python bigdata inventory-management predictive-analytics demand-forecasting
Language:Jupyter Notebook 10
samirsaci / inventory-periodic
Implement inventory management rules based on a periodic review policy
demand-forecasting inventory-management logistics python supply-chain supply-chain-management
Language:Jupyter Notebook 10
antongiannis / dr-behaviour-modelling-residential
Code repository for the paper "Data-driven modelling of energy demand response behaviour based on a large-scale residential trial".
demand-forecasting demand-response machine-learning
Language:Jupyter Notebook 9
grimmlab / HorticulturalSalesPredictions
Machine Learning Outperforms Classical Forecasting on Horticultural Sales Predictions
sales-forecasting demand-forecasting multivariate-time-series-prediction horticulture
Language:Python 9
tpe-doit / YouBike-Optimization
A project focused on YouBike optimization, including improvement of dispatch strategies and prediction of potential demand.
demand-forecasting dispatch youbike
Language:Python 8
airsim / tvlsim
The Travel Market Simulator project aims at providing reference implementation, mainly in C++, of a travel market simulator.
customer-choice demand-forecasting discrete-event-simulation revenue-management schedule-management simulation
Language:JavaScript 7
Erdos1729 / food-demand-forecasting
This repository will work around solving the problem of food demand forecasting using machine learning.
demand-forecasting food-demand-forecasting forecasting-model catboostregressor decisiontreeregressor lightgbm-regressor xgboost-regression jupyter-notebook machine-learning
Language:Jupyter Notebook 7
kozodoi / DMC_2020
Profit-driven demand forecasting with gradient boosted trees
data-mining-cup competition demand-forecasting regression lightgbm
Language:Jupyter Notebook 7
kumarchinnakali / digital-foundry-demand-forcasting
In tune with conventional big data and data science practitioners’ line of thought, currently causal analysis was the only approach considered for our demand forecasting effort which was applicable across the product portfolio. Experience dictates that not all data are same. Each group of data has different data patterns based on how they were sold and supported over the product life cycle. One-methodology-fits-all is very pleasing from an implementation of view. On a practical ground, one must consider solutions for varying needs of different product types in our product portfolio like new products both evolutionary and revolutionary, niche products, high growth products and more. With this backdrop, we have evolved a solution which segments the product portfolio into quadrants and then match a series of algorithms for each quadrant instead of one methodology for all. And technology stack would be simulated/mocked data(Hadoop Ecosystem) > AzureML with R/Python > Zeppelin.
demand-forecasting big-data data-science cloud-computing azure azureml
Language:R 7
mohammadjoshaghani / Hierarchical-demand-forecasting
Predict M5 kaggle dataset, by LSTM and BI-LSTM and three optimal, bottom-up, top-down reconciliation approach.
time-series-analysis hierarchical-models demand-forecasting deep-learning
Language:Jupyter Notebook 7
airsim / travelccm
C++ Simulation Travel Customer Choice Model (CCM) Library
ccm customer-choice demand demand-forecasting model revenue-management simulation customer-choice-model discrete-event-simulation
Language:CMake 6
attila-balint-kul / energy-forecast-benchmark-toolkit
Energy Forecast Benchmark Toolkit is a Python project that aims to provide common tools to benchmark forecast models.
benchmark-framework benchmarking demand-forecasting forecasting timeseries-forecasting
Language:Python 6
bgunyel / electricity-demand-forecasting
forecasting machine-learning deep-learning time-series demand-forecasting electricity electricity-demand-forecasting sequence-to-sequence wandb weights-and-biases pytorch
Language:Python 6
cloudera / CML_AMP_Structural_Time_Series
Applying a structural time series approach to California hourly electricity demand data.
demand-forecasting prophet time-series
Language:Python 6
datablogger-ml / Time-Series-Forecasting
Forecasting the Production Index using various time series methods
arima-model demand-forecasting forecasting hyperparameter-optimization python statsmodels time-series-analysis
Language:Jupyter Notebook 6
airsim / sevmgr
C++ Simulation Discrete Event Management Library
discrete-event-simulation event-management revenue-management simulation ccm customer-choice customer-choice-model demand demand-forecasting pricing discrete-eve
Language:CMake 5
airsim / trademgen
C++ Simulation Travel Demand Generation Library
demand demand-forecasting demand-generation generator revenue-management simulation customer-choice discrete-event-simulation
Language:CMake 5
catwhiskers / m5-prediction-accuracy
Perform sales unit prediction by SageMaker.
machine-learning sagemaker python demand-forecasting
Language:Jupyter Notebook 5
Aniket-Thopte / Demand-Forecasting-Public-Bike-Rental-Predictive-Modeling-
Developed multiple predictive models with 90% accuracy for forecasting the daily-hourly bike rental count using Python & Machine Learning techniques like Regression, Clustering, Ensemble, Neural Network to achieve maximum accuracy
clustering demand-forecasting excel machine-learning neural-networks random-forest rentalsystem ridge-regression
Language:Jupyter Notebook 4
old-school-kid / Warehouse-management
A software prototype web app for demand forecasting, inventory management and food tracking using machine learning and blockchain.
lstm flask blockchain pyrebase warehouse-management demand-forecasting
Language:Jupyter Notebook 4
webartifex / urban-meal-delivery-demand-forecasting
[READ-ONLY MIRROR] LaTeX files for the paper "Real-time Demand Forecasting for an Urban Delivery Platform"
demand-forecasting forecasting machine-learning meal-delivery meal-delivery-service prediction
Language:TeX 4
tohid-yousefi / Machine_Learning_Algorithms_for_Time_Series_Analysis_Demand_Forecasting
In this section, we will use machine learning algorithms to perform time series analysis.
datetime demand-forecasting forecasting kaggle-competition lightgbm machine-learning-algorithms time-series time-series-analysis time-series-analysis-and-forecasting time-series-forecasting time-series-prediction
Language:Jupyter Notebook 3

demand-forecasting

Alro10 / deep-learning-time-series

lixus7 / Time-Series-Works-Conferences

Funkmyster / awesome-supply-chain

Knowledge-Precipitation-Tribe / Spatio-Temporal-papers

AlekhyaBhupati / Demand-Forecasting-Models-for-Supply-Chain-Using-Statistical-and-Machine-Learning-Algorithms

samirsaci / ml-forecast-features-eng

aldente0630 / mofc-demand-forecast

anafisa / NYC-Taxi-Demand-Prediction

weimingwill / inventory-system

Vitens / DBM

airsim / rmol

javierdemartin / neural-bikes

yashkim77 / AV_Food_Demand_Challenge

analyticswithali / Airline-Demand-Forecasting

deepakvohra-analytics / BigData-Project-Inventory-Management-AWS

samirsaci / inventory-periodic

antongiannis / dr-behaviour-modelling-residential

grimmlab / HorticulturalSalesPredictions

tpe-doit / YouBike-Optimization

airsim / tvlsim

Erdos1729 / food-demand-forecasting

kozodoi / DMC_2020

kumarchinnakali / digital-foundry-demand-forcasting

mohammadjoshaghani / Hierarchical-demand-forecasting

airsim / travelccm

attila-balint-kul / energy-forecast-benchmark-toolkit

bgunyel / electricity-demand-forecasting

cloudera / CML_AMP_Structural_Time_Series

datablogger-ml / Time-Series-Forecasting

airsim / sevmgr

airsim / trademgen

catwhiskers / m5-prediction-accuracy

Aniket-Thopte / Demand-Forecasting-Public-Bike-Rental-Predictive-Modeling-

old-school-kid / Warehouse-management

webartifex / urban-meal-delivery-demand-forecasting

tohid-yousefi / Machine_Learning_Algorithms_for_Time_Series_Analysis_Demand_Forecasting