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Robot Updated at:6 Jul 2023 21:08:58 GMT
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2 changes: 2 additions & 0 deletions docs/awesome/awesome-agi-cocosci.md
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* [Six factors affecting reproducibility in life science research and how to handle them](https://www.nature.com/articles/d42473-019-00004-y) - ***Nature Advertisement***.

* [Optimizing Spaced Repetition Schedule by Capturing the Dynamics of Memory](https://ieeexplore.ieee.org/abstract/document/10059206) - ***Transactions on Knowledge and Data Engineering***, 2023. [[All Versions](https://scholar.google.com/scholar?cluster=949715967083833369&hl=en&as_sdt=0,10)].



### Theory of Mind
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- [Ant Robotics](https://antrobotics.de/) development from Ecoterra bot
- [Acorn Rover](https://github.com/Twisted-Fields) precision farming rover, Odrive, Python.
- [Earth Rover](https://github.com/earthrover) Ag AGV ROS1) precision farming rover,
- [Earth Rover](https://github.com/earthrover) Ag AGV ROS1 precision farming rover
- [EcoTerra Bot](https://ecoterrabot.com/) Delta & Rover
- [FarmBot](https://github.com/farmbot) - Open source precision gardening project.
- [Fields2Cover](https://github.com/Fields2Cover/Fields2Cover) - Robust and efficient coverage paths for autonomous agricultural vehicles.
- [Romi project](https://media.romi-project.eu/documents/index.html) Europe-funded research project
- [ROS Agriculture](http://rosagriculture.org/) - Open Source community focusing on using Robot Operating System to empower farmers with robotics tools.
- [Weedinator](https://hackaday.io/project/53896-weedinator-2019) Line following /weeding robot
- [Weedinator](https://hackaday.io/project/53896-weedinator-2019) Line following weeding robot

## Calculators

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## Climate, Environment and Weather

- [agroclimatology](https://github.com/brycejohnston/agroclimatology) - Ruby client for interacting with the NASA (POWER) Agroclimatology Web Resource.
- [bomrang](https://github.com/ropensci/bomrang) - Australian Government Bureau of Meteorology Data from R.
- [evapotranspiration](https://github.com/brycejohnston/evapotranspiration) - Ruby library for calculating reference crop evapotranspiration (ETo).
- [frostline](https://github.com/waldoj/frostline) - A dataset, API, and python parser for USDA plant hardiness zones.
- [GSODR](https://github.com/ropensci/GSODR) - Global summary daily weather data in R.
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- [Open Plant Pathology](https://www.openplantpathology.org/) - A community that values open data and computational tools for advancing epidemiology and pathogen population biology and ecology.

## Datasets,
## Datasets
- [Growstuff](https://www.growstuff.org/crops) Record keeping & crop database, nice API
- [CWFID](https://github.com/cwfid/dataset) - Dataset comprising field images, vegetation segmentation masks and crop/weed plant type annotations.
- [TERRA REF](https://terraref.org) -> 1PB public domain high resolution sensor data from sorghum breeding trials ([data publication](https://doi.org/10.5061/dryad.4b8gtht99) with large files available on [globus.org at ncsa#terra-public](https://app.globus.org/file-manager?origin_id=e8feaff4-96cd-11ea-bf90-0e6cccbb0103&origin_path=%2F))
- [TERRA REF](https://terraref.org) - 1PB public domain high resolution sensor data from sorghum breeding trials ([data publication](https://doi.org/10.5061/dryad.4b8gtht99) with large files available on [globus.org at ncsa#terra-public](https://app.globus.org/file-manager?origin_id=e8feaff4-96cd-11ea-bf90-0e6cccbb0103&origin_path=%2F))

## Data Standardization, Interoperability and APIs

- [AgGateway’s ADAPT Toolkit](https://adaptframework.org) - Open Source project providing tools to simplify communication between growers, their machines, and their partners.
- [Agstack](https://agstack.org) - Open-Source Digital Infrastructure for the Agriculture Ecosystem
- [agworld_api_client](https://github.com/agworld/agworld_api_client) - Example Agworld API Ruby client library that is compliant with specification defined by jsonapi.org.
- [Agstack](https://github.com/agstack) - Open-Source Digital Infrastructure for the Agriculture Ecosystem.
- [agx-ruby](https://github.com/brycejohnston/agx-ruby) - Ruby client for Proagrica's agX platform APIs.
- [API-Code-Samples](https://github.com/aWhereAPI/API-Code-Samples) - Contains aWhere's API platform code samples.
- [ClearAg-API-Examples](https://github.com/IterisClearAg/ClearAg-API-Examples) - A collection of code examples using the ClearAg APIs.
- [JDLinkMachineDataAPI-OAuth2-CSharp-Example](https://github.com/JohnDeere/JDLinkMachineDataAPI-OAuth2-CSharp-Example) - CSharp JDLink Machine Data API client example.
- [Open Ag Data Alliance](https://github.com/oada) - OADA is an open project designed to bring interoperability, security, and privacy to agricultural data.
- [MyJohnDeereAPI-OAuth-CS-Client](https://github.com/JohnDeere/MyJohnDeereAPI-OAuth-CS-Client) - C Sharp MyJohnDeere API client implementation.
- [MyJohnDeereAPI-OAuth-Java-Client](https://github.com/JohnDeere/MyJohnDeereAPI-OAuth-Java-Client) - Java MyJohnDeere API client implementation.
- [MyJohnDeereAPI-OAuth-NodeJS-Client](https://github.com/JohnDeere/MyJohnDeereAPI-OAuth-NodeJS-Client) - Node.js MyJohnDeere API client implementation.
- [MyJohnDeereAPI-OAuth-PHP-Client](https://github.com/JohnDeere/MyJohnDeereAPI-OAuth-PHP-Client) - PHP MyJohnDeere API client implementation.
- [MyJohnDeereAPI-OAuth-Python-Client](https://github.com/JohnDeere/MyJohnDeereAPI-OAuth-Python-Client) - Python MyJohnDeere API client implementation.
- [MyJohnDeereAPI-OAuth-Python3-Client](https://github.com/JohnDeere/MyJohnDeereAPI-OAuth-Python3-Client) - Python3 MyJohnDeere API client implementation.
- [MyJohnDeereAPI-OAuth-Ruby-Client](https://github.com/JohnDeere/MyJohnDeereAPI-OAuth-Ruby-Client) - Ruby MyJohnDeere API client implementation.
- [MyJohnDeereAPI-OAuth2-Java-Example](https://github.com/JohnDeere/MyJohnDeereAPI-OAuth2-Java-Example) - Java MyJohnDeere API client example.
- [MyJohnDeereAPI-OAuth2-NodeJS-Example](https://github.com/JohnDeere/MyJohnDeereAPI-OAuth2-NodeJS-Example) - Node.js MyJohnDeere API client example.
- [MyJohnDeereAPI-OAuth2-Python-Example](https://github.com/JohnDeere/MyJohnDeereAPI-OAuth2-Python-Example) - Python MyJohnDeere API client example.
- [OpenTeam](https://openteam.community/) - Open Technology Ecosystem for Agricultural Management
- [SampleData](https://github.com/JohnDeere/SampleData) - Sample datacards, shapefiles, and other files you can use for testing.
- [SencropAPI-JavaScript-Client](https://github.com/sencrop/sencrop-js-api-client) - Sencrop API Javascript client implementation. Read and manage Sencrop weather stations.
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- [AgOpenGPS](https://github.com/farmerbriantee/AgOpenGPS) - Ag precision mapping and section control software.
- [DRO-Matic](https://github.com/drolsen/DRO-Matic) - Fully Automated Hydroponic OS for DIY DRO-Matic cabinets - Nutrient dosing, irrigation, topoffs, timers, EC & pH drift fixing.
- [Farm-Data-Relay-System](https://github.com/timmbogner/Farm-Data-Relay-System) - System using ESP-NOW, LoRa, and other protocols to transport sensor data in remote areas without relying on WiFi.
- [Farm Hack](https://farmhack.org/tools) - Worldwide community of farmers that build and modify our own tools.
- [Open Agriculture Foundation](https://github.com/OpenAgricultureFoundation) - Open Source ecosystem of technologies that enable and promote transparency, networked experimentation, education, and hyper-local production.
- [OpenMinder](https://github.com/autogrow/openminder) - Open Source Rootzone Monitoring, API and open source hat for the RaspberryPi.
- [OpenWeedLocator](https://github.com/geezacoleman/OpenWeedLocator) - Open Source, low-cost, image-based weed detection device for in-crop and fallow scenarios.

## Knowledgebases and Learning Resources

- [Harvest Helper](https://github.com/damwhit/harvest_helper) - Provides growing, harvesting and recipe information for the 45 plants in the database as well as a JSON API.
- [OpenFarm](https://github.com/openfarmcc/OpenFarm) - A free and open database for farming and gardening knowledge built with Ruby on Rails.

## Machine Learning and AI
- [AgML](https://github.com/Project-AgML/AgML) - Centralized framework for agricultural machine learning.
- [agridat](https://github.com/kwstat/agridat) - R package providing an extensive collection of datasets from agricultural experiments.
- [Crop Yield Prediction](https://github.com/JiaxuanYou/crop_yield_prediction) - Deep gaussian process for crop yield prediction based on remote sensing data.
- [Deep Learning for Biologists with Keras](https://github.com/totti0223/deep_learning_for_biologists_with_keras) - Tutorials for deep learning based analysis (mainly) on biological relavent themes.
- [FarmVibes.AI](https://github.com/microsoft/farmvibes-ai) - Multi-Modal GeoSpatial ML Models for Agriculture and Sustainability.
- [PlantCV](https://github.com/danforthcenter/plantcv) - Plant phenotyping software using computer vision.

## Remote Sensing and Imagery
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