{"id":27631461,"url":"https://github.com/engineerdanny/ml_with_monsoon","last_synced_at":"2025-10-06T13:36:22.339Z","repository":{"id":208724174,"uuid":"720351483","full_name":"EngineerDanny/ml_with_monsoon","owner":"EngineerDanny","description":null,"archived":false,"fork":false,"pushed_at":"2024-03-02T23:21:56.000Z","size":3761,"stargazers_count":1,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-09-02T22:41:27.592Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/EngineerDanny.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2023-11-18T07:57:34.000Z","updated_at":"2023-11-18T08:00:27.000Z","dependencies_parsed_at":"2025-04-23T17:48:39.886Z","dependency_job_id":"76a9944b-a649-449a-810e-2b2032e4a7a1","html_url":"https://github.com/EngineerDanny/ml_with_monsoon","commit_stats":null,"previous_names":["engineerdanny/ml_with_monsoon"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/EngineerDanny/ml_with_monsoon","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/EngineerDanny%2Fml_with_monsoon","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/EngineerDanny%2Fml_with_monsoon/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/EngineerDanny%2Fml_with_monsoon/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/EngineerDanny%2Fml_with_monsoon/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/EngineerDanny","download_url":"https://codeload.github.com/EngineerDanny/ml_with_monsoon/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/EngineerDanny%2Fml_with_monsoon/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":278621800,"owners_count":26017251,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","status":"online","status_checked_at":"2025-10-06T02:00:05.630Z","response_time":65,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2025-04-23T17:48:25.977Z","updated_at":"2025-10-06T13:36:22.333Z","avatar_url":"https://github.com/EngineerDanny.png","language":"Jupyter Notebook","readme":"# Machine Learning with Monsoon (NAUs Supercomputer)\nThis repository shows the code to explain some of the basic concepts you will need in your machine learning workflow \nusing monsoon. \n\n## Connecting to Monsoon\n- Access through the monsoon [dashboard](https://ondemand.hpc.nau.edu/pun/sys/dashboard/)\n- Access through the secure shell (ssh). On your terminal, run below and type your password:\n```bash\nssh -Y \u003cusername\u003e@monsoon.hpc.nau.edu\n```\n## Interactive/Debug Work\n- Request a compute node with 4GB of RAM and 1 cpu for 24 hours\n```bash\nsrun -t 24:00:00 --mem=4GB --cpus-per-task=1 --pty bash\n```\n- Request a compute node with 8GB of RAM and 1 cpu for 1 hour\n```bash\nsrun -t 1:00:00 --mem=8GB --cpus-per-task=1 python analysis.py\n```\n\n## Submitting Jobs\nYou can also write your program and submit a job shell script for you to be placed in the queue.\nAn example job script (jobscript.sh) is:\n```bash\n#!/bin/bash\n#SBATCH --job-name=test\n#SBATCH --output=/scratch/da2343/output.txt #SBATCH --error=/scratch/da2343/error.txt #SBATCH --time=20:00\n#SBATCH --mem=1GB\n#SBATCH --cpus-per-task=1\npython analysis.py\n```\nSubmit the job script using:\n```bash\nsbatch jobscript.sh\n```\n\n\n## [Time Graph](https://github.com/EngineerDanny/ml_with_monsoon/tree/main/code/job_arrays_intermediate)\n\u003cimg src=\"https://github.com/EngineerDanny/ml_with_monsoon/blob/main/code/job_arrays_intermediate/time_graph.png\" \n  alt=\"time_graph\" \n  title=\"time_graph\"\n  width=\"700px\"\n  height=\"500px\"\u003e\n\n## [Algorithm Selection](https://github.com/EngineerDanny/ml_with_monsoon/tree/main/code/job_arrays_advanced)\n\u003cimg src=\"https://github.com/EngineerDanny/ml_with_monsoon/blob/main/code/job_arrays_advanced/parallel_algo_acc.png\" \n  alt=\"parallel_algo_acc\" \n  title=\"parallel_algo_acc\"\n  width=\"700px\"\n  height=\"500px\"\u003e\n\n## [Hyper-Parameter Tuning](https://github.com/EngineerDanny/ml_with_monsoon/tree/main/code/optimization)\n\u003cimg src=\"https://github.com/EngineerDanny/ml_with_monsoon/blob/main/code/optimization/loss_df_01.png\" \n  alt=\"loss_df_01\" \n  title=\"loss_df_01\"\u003e\n","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fengineerdanny%2Fml_with_monsoon","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fengineerdanny%2Fml_with_monsoon","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fengineerdanny%2Fml_with_monsoon/lists"}