# Machine Learning for Climate and Weather **URL:** https://forum.access-hive.org.au/c/machine-learning/211.md [Latest](https://forum.access-hive.org.au/latest.md) · [Categories](https://forum.access-hive.org.au/categories.md) · [Tags](https://forum.access-hive.org.au/tags.md) --- ## [About the Machine Learning for Climate and Weather category](https://forum.access-hive.org.au/t/about-the-machine-learning-for-climate-and-weather-category/3658)
**Author:** [@micael](https://forum.access-hive.org.au/u/micael)\ **Replies:** 0\ **Last updated:** [9 September 2024 05:49 UTC](https://forum.access-hive.org.au/t/about-the-machine-learning-for-climate-and-weather-category/3658 "2024-09-09T05:49:05Z")
Community Working Group activities, machine learning, artificial intelligence, climate emulators. This is the place to organise the community and for planning, documenting and answering questions related to machine lear… --- ## [Machine Learning for Climate and Weather Working Group Announce](https://forum.access-hive.org.au/t/machine-learning-for-climate-and-weather-working-group-announce/3668)
**Author:** [@micael](https://forum.access-hive.org.au/u/micael)\ **Replies:** 38\ **Last updated:** [22 September 2026 01:50 UTC](https://forum.access-hive.org.au/t/machine-learning-for-climate-and-weather-working-group-announce/3668 "2026-09-22T01:50:10Z")
This topic will be used for announcements to the Machine Learning for Climate and Weather Working Group by the leadership team. For example, we will announce meetings, workshops and events through this topic. There will… --- ## [Meetings conferences and workshops for machine learning for climate and weather](https://forum.access-hive.org.au/t/meetings-conferences-and-workshops-for-machine-learning-for-climate-and-weather/3773)
**Author:** [@rmholmes](https://forum.access-hive.org.au/u/rmholmes)\ **Replies:** 12\ **Last updated:** [4 September 2026 06:02 UTC](https://forum.access-hive.org.au/t/meetings-conferences-and-workshops-for-machine-learning-for-climate-and-weather/3773 "2026-09-04T06:02:58Z")
Here is a topic for sharing meetings/conferences/workshops of relevance to this community. --- ## [Experiment Proposal: Coarsening of the fine-scale atmosphere for cross-scale learning](https://forum.access-hive.org.au/t/experiment-proposal-coarsening-of-the-fine-scale-atmosphere-for-cross-scale-learning/6035)
**Author:** [@ssherwood](https://forum.access-hive.org.au/u/ssherwood)\ **Replies:** 5\ **Last updated:** [10 August 2026 03:13 UTC](https://forum.access-hive.org.au/t/experiment-proposal-coarsening-of-the-fine-scale-atmosphere-for-cross-scale-learning/6035 "2026-08-10T03:13:47Z")
Experiment title :bell:: Coarsening of fine-scale simulations for cross-scale learning Summary :bell:: We request resources to enable the building of a database of coarse-grained outputs from high-res (LES and km-scale… --- ## [Machine Learning for Climate and Weather Working Group: Introduce Yourself](https://forum.access-hive.org.au/t/machine-learning-for-climate-and-weather-working-group-introduce-yourself/3667)
**Author:** [@micael](https://forum.access-hive.org.au/u/micael)\ **Replies:** 14\ **Last updated:** [6 August 2026 23:42 UTC](https://forum.access-hive.org.au/t/machine-learning-for-climate-and-weather-working-group-introduce-yourself/3667 "2026-08-06T23:42:15Z")
This topic is where you can introduce yourself to the other members of the Machine Learning for Climate and Weather Working Group. Feel free to put as much information as you like, but it might be good to have a brief i… --- ## [Samudra 2: 0.25 degree global ML ocean simulation](https://forum.access-hive.org.au/t/samudra-2-0-25-degree-global-ml-ocean-simulation/6583)
**Author:** [@Aidan](https://forum.access-hive.org.au/u/Aidan)\ **Replies:** 3\ **Last updated:** [3 July 2026 03:46 UTC](https://forum.access-hive.org.au/t/samudra-2-0-25-degree-global-ml-ocean-simulation/6583 "2026-07-03T03:46:13Z")
https://medium.com/@lz1955/samudra-2-a-fast-cheap-ai-ocean-model-now-at-the-scale-that-matters-b37883c62d51 M²LInES’ neural ocean emulator now runs multi-year simulations at eddy-permitting resolution on a single GPU, … --- ## [PyEarthTools Discussion Thread](https://forum.access-hive.org.au/t/pyearthtools-discussion-thread/5781)
**Author:** [@Tennessee](https://forum.access-hive.org.au/u/Tennessee)\ **Replies:** 1\ **Last updated:** [18 June 2026 05:06 UTC](https://forum.access-hive.org.au/t/pyearthtools-discussion-thread/5781 "2026-06-18T05:06:18Z")
Creating a PyEarthTools user forum discussion thread --- ## [Papers of the Month](https://forum.access-hive.org.au/t/papers-of-the-month/3915)
**Author:** [@Tennessee](https://forum.access-hive.org.au/u/Tennessee)\ **Replies:** 21\ **Last updated:** [2 June 2026 03:44 UTC](https://forum.access-hive.org.au/t/papers-of-the-month/3915 "2026-06-02T03:44:28Z")
If you find a nice paper, pop it here. Each WG meeting, someone will give a quick description of their three favourites from the list. Note, you can put in papers published from any date, but the idea is to put things he… --- ## [Experiment Proposal: Multisource multiscale AI fusion framework for observationally constrained global climate datasets](https://forum.access-hive.org.au/t/experiment-proposal-multisource-multiscale-ai-fusion-framework-for-observationally-constrained-global-climate-datasets/5771)
**Author:** [@Sanaa](https://forum.access-hive.org.au/u/Sanaa)\ **Replies:** 1\ **Last updated:** [22 January 2026 21:54 UTC](https://forum.access-hive.org.au/t/experiment-proposal-multisource-multiscale-ai-fusion-framework-for-observationally-constrained-global-climate-datasets/5771 "2026-01-22T21:54:17Z")
Experiment title :bell:: Multisource multiscale AI fusion framework for observationally constrained global climate datasets Summary :bell:: This project will leverage recent advances in artificial intelligence architect… --- ## [WCRP activity](https://forum.access-hive.org.au/t/wcrp-activity/5497)
**Author:** [@ssherwood](https://forum.access-hive.org.au/u/ssherwood)\ **Replies:** 3\ **Last updated:** [13 November 2025 23:30 UTC](https://forum.access-hive.org.au/t/wcrp-activity/5497 "2025-11-13T23:30:01Z")
Hi all, I was recently at a WCRP leadership meeting and they are interested in starting an AI/ML and climate activity of some kind. Some of us pushed back on them to clarify why they want it (I don’t think they’re sure… --- ## [Zarr inodes](https://forum.access-hive.org.au/t/zarr-inodes/5496)
**Author:** [@sam.green](https://forum.access-hive.org.au/u/sam.green)\ **Replies:** 2\ **Last updated:** [9 November 2025 03:22 UTC](https://forum.access-hive.org.au/t/zarr-inodes/5496 "2025-11-09T03:22:14Z")
Following on from the discussion about reducing Zarr inodes at the working group meeting today and in relation to Experiment Proposal: Processing Global km-scale Hackathon Data If anyone has had success with storing Zar… --- ## [Amazon fellowship opportunities for AI/ML research](https://forum.access-hive.org.au/t/amazon-fellowship-opportunities-for-ai-ml-research/5447)
**Author:** [@kdruken](https://forum.access-hive.org.au/u/kdruken)\ **Replies:** 0\ **Last updated:** [27 October 2025 00:07 UTC](https://forum.access-hive.org.au/t/amazon-fellowship-opportunities-for-ai-ml-research/5447 "2025-10-27T00:07:17Z")
FYI in case of interest (repost that was shared through LinkedIn). – Announcing Amazon’s new AI PhD Fellowship program, which will provide two years of funding for selected PhD students at nine universities who are pur… --- ## [Applying to work with ACCESS-NRI on ML applications to Earth Systems](https://forum.access-hive.org.au/t/applying-to-work-with-access-nri-on-ml-applications-to-earth-systems/5366)
**Author:** [@taimoorsohail](https://forum.access-hive.org.au/u/taimoorsohail)\ **Replies:** 4\ **Last updated:** [13 October 2025 06:10 UTC](https://forum.access-hive.org.au/t/applying-to-work-with-access-nri-on-ml-applications-to-earth-systems/5366 "2025-10-13T06:10:41Z")
Hi everyone, I have an idea for an ML emulator for the global ocean that I am hoping to develop and use with @rmholmes, @PSpence and @navidcy . I know @edoyango has some availability to help the community on ML applicat… --- ## [Experiment Proposal: Processing Global km-scale Hackathon Data](https://forum.access-hive.org.au/t/experiment-proposal-processing-global-km-scale-hackathon-data/5347)
**Author:** [@sam.green](https://forum.access-hive.org.au/u/sam.green)\ **Replies:** 1\ **Last updated:** [3 October 2025 02:38 UTC](https://forum.access-hive.org.au/t/experiment-proposal-processing-global-km-scale-hackathon-data/5347 "2025-10-03T02:38:53Z")
Experiment title :bell:: Global km-scale Hackathon Data Summary :bell:: In May 2025 21st Century Weather, together with NCI and ACCCESS-NRI took part in the Global km-scale Hackathon km-Scale Hackathon | HK25 homepage.… --- ## [PyEarthTools Training Day](https://forum.access-hive.org.au/t/pyearthtools-training-day/4776)
**Author:** [@Tennessee](https://forum.access-hive.org.au/u/Tennessee)\ **Replies:** 0\ **Last updated:** [7 August 2025 03:44 UTC](https://forum.access-hive.org.au/t/pyearthtools-training-day/4776 "2025-08-07T03:44:04Z")
This post will hold the schedule for the ACCESS-NRI 2025 training day using PyEarthTools to introduce people to machine learning for climate and weather. It will be updated progressively as we get closer to the event. … --- ## [Proposed Activities of the Working Group](https://forum.access-hive.org.au/t/proposed-activities-of-the-working-group/4188)
**Author:** [@VassiliKitsios](https://forum.access-hive.org.au/u/VassiliKitsios)\ **Replies:** 0\ **Last updated:** [19 February 2025 23:57 UTC](https://forum.access-hive.org.au/t/proposed-activities-of-the-working-group/4188 "2025-02-19T23:57:34Z")
This is the presentation that was given at our community meeting on the 7th of February. Please feel free to comment on our initial set of proposed activities, and include any of your own. 20250205\_Allocation\_of\_Resourc… --- ## [Minutes and Summaries of Machine Learning WG Meetings](https://forum.access-hive.org.au/t/minutes-and-summaries-of-machine-learning-wg-meetings/3777)
**Author:** [@Tennessee](https://forum.access-hive.org.au/u/Tennessee)\ **Replies:** 3\ **Last updated:** [8 December 2024 23:07 UTC](https://forum.access-hive.org.au/t/minutes-and-summaries-of-machine-learning-wg-meetings/3777 "2024-12-08T23:07:47Z")
This topic is intended to hold minutes from each of the WG meetings. Each set of minutes has been “made a wiki” to allow editing by members, who can add additional detail, or make modifications to clarify anything. --- ## [Applying for Machine Learning for Climate and Weather WG Resources](https://forum.access-hive.org.au/t/applying-for-machine-learning-for-climate-and-weather-wg-resources/3972)
**Author:** [@micael](https://forum.access-hive.org.au/u/micael)\ **Replies:** 0\ **Last updated:** [6 December 2024 03:28 UTC](https://forum.access-hive.org.au/t/applying-for-machine-learning-for-climate-and-weather-wg-resources/3972 "2024-12-06T03:28:09Z")
Compute and Storage Resources Introduction ACCESS-NRI allocates compute and storage resources to the Working Groups (WGs) to use to support their activities. Currently, those resources consist of computational resources… --- ## [Datasets for Machine Learning](https://forum.access-hive.org.au/t/datasets-for-machine-learning/3778)
**Author:** [@Tennessee](https://forum.access-hive.org.au/u/Tennessee)\ **Replies:** 1\ **Last updated:** [9 October 2024 05:07 UTC](https://forum.access-hive.org.au/t/datasets-for-machine-learning/3778 "2024-10-09T05:07:54Z")
Use this topic to put information about a data set you know of, use, or would like to see. Also, links to other pages which describe data.