{"id":16226425,"url":"https://github.com/cmdecker95/learning-ml","last_synced_at":"2025-04-08T03:59:18.188Z","repository":{"id":187440110,"uuid":"676883050","full_name":"cmdecker95/learning-ml","owner":"cmdecker95","description":"My first foray into machine learning, comprised of my early undergrad work (circa 2021-2022) 🤓","archived":false,"fork":false,"pushed_at":"2023-08-10T10:01:31.000Z","size":4261,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-02-14T02:54:31.261Z","etag":null,"topics":["jupyter-notebook","keras","machine-learning","scikit-learn","tensorflow2"],"latest_commit_sha":null,"homepage":"","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/cmdecker95.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}},"created_at":"2023-08-10T08:25:32.000Z","updated_at":"2024-02-02T07:02:17.000Z","dependencies_parsed_at":null,"dependency_job_id":"a1bc0d39-a724-4285-a6fc-d54d0d65d2b3","html_url":"https://github.com/cmdecker95/learning-ml","commit_stats":{"total_commits":2,"total_committers":1,"mean_commits":2.0,"dds":0.0,"last_synced_commit":"308f420000d8ce240bcc7f733530de6847f19716"},"previous_names":["cmdecker95/learning-ml"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/cmdecker95%2Flearning-ml","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/cmdecker95%2Flearning-ml/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/cmdecker95%2Flearning-ml/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/cmdecker95%2Flearning-ml/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/cmdecker95","download_url":"https://codeload.github.com/cmdecker95/learning-ml/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":247773730,"owners_count":20993633,"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","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":["jupyter-notebook","keras","machine-learning","scikit-learn","tensorflow2"],"created_at":"2024-10-10T12:49:10.408Z","updated_at":"2025-04-08T03:59:18.167Z","avatar_url":"https://github.com/cmdecker95.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Learning ML\n\nMy first foray into machine learning, comprised of Jupyter notebooks from my early undergrad years (2021-2022)\n\n\u003e **Note**: I've preserved these notebooks as a time capsule into my early ML engineering thought processes and coding patterns, so you can expect inconsistent and suboptimal experimentation.\n\n## Order of Development\n\n### Avocado Prices - Fall 2021\n\nUses a basic Scikit Learn KNN model and cross validation to classify avos by location based on sales 🥑\n\n### Sequential Machine Learning - Fall 2021\n\nUses Tensorflow 2 with Keras to build a simple RNN to forecast FOREX time series data 💰\n\n### Spaceship Titanic - Fall 2021\n\nUses PCA and an ANN to predict the interdimensional transportation of interstellar passengers 🛸\n\n### Ships in Satellite Images - Fall 2021\n\nUses a CNN to detect ships in the water from satellite imagery (a fork of work from Sandrita Sarkar) 🚢\n\n### Neural Net from Scratch - Winter 2021\n\nUses NumPy to build an ANN from scratch for multi-class classification on the Fashion MNIST dataset 💃🏽\n\n### Pokemon MNIST PCA - Winter 2021\n\nUses PCA and transfer learning to compare what Pokemon embeddings look like in their own latent space vs the MNIST latent space 👾\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcmdecker95%2Flearning-ml","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fcmdecker95%2Flearning-ml","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcmdecker95%2Flearning-ml/lists"}