# \#machine-learning **URL:** https://forum.access-hive.org.au/tag/machine-learning/89.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) --- ## [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… --- ## [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… --- ## [ACCESS Technical Landscape Assessment: HPC, Data, and Machine Learning](https://forum.access-hive.org.au/t/access-technical-landscape-assessment-hpc-data-and-machine-learning/5631)
**Author:** [@micael](https://forum.access-hive.org.au/u/micael)\ **Replies:** 1\ **Last updated:** [19 March 2026 01:16 UTC](https://forum.access-hive.org.au/t/access-technical-landscape-assessment-hpc-data-and-machine-learning/5631 "2026-03-19T01:16:51Z")
Seeking feedback on ACCESS Technical Landscape Assessment: HPC, Data, and Machine Learning HPC, Cloud Computing, Data, and Machine-Learning are important areas of work that are currently undergoing rapid changes. ACCESS… --- ## [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… --- ## [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. … --- ## [Machine Learning with COSIMA data](https://forum.access-hive.org.au/t/machine-learning-with-cosima-data/4449)
**Author:** [@PSpence](https://forum.access-hive.org.au/u/PSpence)\ **Replies:** 8\ **Last updated:** [7 May 2025 05:55 UTC](https://forum.access-hive.org.au/t/machine-learning-with-cosima-data/4449 "2025-05-07T05:55:31Z")
Hi Folks, I am looking for examples where AI/ML was applied to COSIMA data. A quick “machine” word search on paper titles that cite Kiss et al. 2020 comes up empty. If you know of any working examples please let me know… --- ## [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… --- ## [UM/LFRic User Workshop 5-9 June 2023 - Register Now](https://forum.access-hive.org.au/t/um-lfric-user-workshop-5-9-june-2023-register-now/671)
**Author:** [@cnf](https://forum.access-hive.org.au/u/cnf)\ **Replies:** 0\ **Last updated:** [13 April 2023 23:38 UTC](https://forum.access-hive.org.au/t/um-lfric-user-workshop-5-9-june-2023-register-now/671 "2023-04-13T23:38:33Z")
You can now register to the UM/LFRic User Workshop ! The UM/LFRic Users Workshop is a week long hybrid event, from 5-9th June 2023, to share knowledge and expertise around the UM and progress toward the new LFRic model.… --- ## [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. --- ## [Enhancing Model Evaluation Feedback Mechanisms for the ACCESS Community](https://forum.access-hive.org.au/t/enhancing-model-evaluation-feedback-mechanisms-for-the-access-community/3686)
**Author:** [@rbeucher](https://forum.access-hive.org.au/u/rbeucher)\ **Replies:** 3\ **Last updated:** [13 September 2024 03:42 UTC](https://forum.access-hive.org.au/t/enhancing-model-evaluation-feedback-mechanisms-for-the-access-community/3686 "2024-09-13T03:42:57Z")
Dear ACCESS community, In several recent meetings, and during last week’s Workshop, an important topic has come up repeatedly: how can data users and those involved in model evaluation provide meaningful feedback on iss… --- ## [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… --- ## [Job opportunity: Postdoc position applying Machine Learning in Climate Models](https://forum.access-hive.org.au/t/job-opportunity-postdoc-position-applying-machine-learning-in-climate-models/1793)
**Author:** [@Aidan](https://forum.access-hive.org.au/u/Aidan)\ **Replies:** 0\ **Last updated:** [7 February 2024 22:37 UTC](https://forum.access-hive.org.au/t/job-opportunity-postdoc-position-applying-machine-learning-in-climate-models/1793 "2024-02-07T22:37:38Z")
Postdoctoral Opportunity in Machine Learning in Climate Models Opportunities for postdoctoral research in applying machine learning techniques in climate models was posted on the MOM modelling google group Dear colleag… --- ## [Machine learning - saving .Tiff as RGB in R for annotation](https://forum.access-hive.org.au/t/machine-learning-saving-tiff-as-rgb-in-r-for-annotation/1719)
**Author:** [@Kim\_Reid](https://forum.access-hive.org.au/u/Kim_Reid)\ **Replies:** 2\ **Last updated:** [16 January 2024 09:15 UTC](https://forum.access-hive.org.au/t/machine-learning-saving-tiff-as-rgb-in-r-for-annotation/1719 "2024-01-16T09:15:46Z")
Hi Folks, My student is trying to save some netCDF data as .Tiff using writeRaster in R in order to annotate it in SuperAnnotate (to ultimately identify Atmospheric Rivers). When she opens the tiff file in SuperAnnotate… --- ## [Machine Learning Paper Discussion](https://forum.access-hive.org.au/t/machine-learning-paper-discussion/1335)
**Author:** [@harrisoncook](https://forum.access-hive.org.au/u/harrisoncook)\ **Replies:** 1\ **Last updated:** [19 October 2023 06:30 UTC](https://forum.access-hive.org.au/t/machine-learning-paper-discussion/1335 "2023-10-19T06:30:08Z")
This topic shall serve as a resource to share and locate new and interesting Machine Learning papers regarding Earth System Modelling. If you find a new paper, write a reply, and a short summary. --- ## [MATLAB AI workshop in October](https://forum.access-hive.org.au/t/matlab-ai-workshop-in-october/1481)
**Author:** [@Kim\_Reid](https://forum.access-hive.org.au/u/Kim_Reid)\ **Replies:** 0\ **Last updated:** [9 October 2023 01:18 UTC](https://forum.access-hive.org.au/t/matlab-ai-workshop-in-october/1481 "2023-10-09T01:18:18Z")
For us lowly MATLAB users, there is an in-person MATLAB workshop on AI coming to Australian cities this month. It appears to be free to register and I have emailed them to confirm that there is no cost (since there is c… --- ## [Sep 2023 Workshop: ML for modelling and prediction](https://forum.access-hive.org.au/t/sep-2023-workshop-ml-for-modelling-and-prediction/1328)
**Author:** [@debbie\_h](https://forum.access-hive.org.au/u/debbie_h)\ **Replies:** 9\ **Last updated:** [19 September 2023 01:07 UTC](https://forum.access-hive.org.au/t/sep-2023-workshop-ml-for-modelling-and-prediction/1328 "2023-09-19T01:07:17Z")
FPWG Workshop Program.pdf (85.9 KB) Join here for online or Griffin Room --- ## [Machine Learning Code Repositories](https://forum.access-hive.org.au/t/machine-learning-code-repositories/1336)
**Author:** [@harrisoncook](https://forum.access-hive.org.au/u/harrisoncook)\ **Replies:** 0\ **Last updated:** [7 September 2023 06:24 UTC](https://forum.access-hive.org.au/t/machine-learning-code-repositories/1336 "2023-09-07T06:24:10Z")
Machine Learning Code Repositories Please use this topic to share useful repositories, or code developed for projects / research. When submitting, please share a link, a summary and what you used it for. ▶ Summary --- ## [3. Machine learning and new techniques](https://forum.access-hive.org.au/t/3-machine-learning-and-new-techniques/1214)
**Author:** [@ssherwood](https://forum.access-hive.org.au/u/ssherwood)\ **Replies:** 2\ **Last updated:** [6 September 2023 01:26 UTC](https://forum.access-hive.org.au/t/3-machine-learning-and-new-techniques/1214 "2023-09-06T01:26:50Z")
Machine learning and new techniques Chair Steve Sherwood (@ssherwood), UNSW Attendees Location Lennox room (and online). See the main workshop help topic for zoom details. Time 11:00-12:30pm Aims What are the current… --- ## [From Impact Reports to Drought Prediction: A Machine Learning approach](https://forum.access-hive.org.au/t/from-impact-reports-to-drought-prediction-a-machine-learning-approach/1203)
**Author:** [@Sanaa](https://forum.access-hive.org.au/u/Sanaa)\ **Replies:** 2\ **Last updated:** [6 September 2023 01:25 UTC](https://forum.access-hive.org.au/t/from-impact-reports-to-drought-prediction-a-machine-learning-approach/1203 "2023-09-06T01:25:14Z")
Title From Impact Reports to Drought Prediction: A Machine Learning approach Speaker Sanaa Hobeichi (@Sanaa), UNSW Recording Location Weston Theatre (and online). See the main workshop help topic for zoom… --- ## [Poster: Accelerating climate models using an AI surrogate](https://forum.access-hive.org.au/t/poster-accelerating-climate-models-using-an-ai-surrogate/1260)
**Author:** [@abhnil](https://forum.access-hive.org.au/u/abhnil)\ **Replies:** 0\ **Last updated:** [4 September 2023 11:36 UTC](https://forum.access-hive.org.au/t/poster-accelerating-climate-models-using-an-ai-surrogate/1260 "2023-09-04T11:36:53Z")
Title Accelerating climate models using an AI surrogate About We accelerate Community Atmospheric Model (CAM) simulations by replacing the moist physics and radiation with an AI surrogate using a novel python-fortran br… --- ## [Machine learning and data analysis in oceanography](https://forum.access-hive.org.au/t/machine-learning-and-data-analysis-in-oceanography/298)
**Author:** [@Aidan](https://forum.access-hive.org.au/u/Aidan)\ **Replies:** 0\ **Last updated:** [29 December 2022 05:33 UTC](https://forum.access-hive.org.au/t/machine-learning-and-data-analysis-in-oceanography/298 "2022-12-29T05:33:11Z")
Machine learning and data analysis in oceanography: 54th International Liège Colloquium on Ocean Dynamics Data-driven approaches to understand and predict the ocean dynamics have gained significant traction in recent …