{"id":23197160,"url":"https://github.com/disk0dancer/steps2buildai","last_synced_at":"2025-04-05T08:42:20.306Z","repository":{"id":197646555,"uuid":"696926799","full_name":"disk0Dancer/steps2buildAI","owner":"disk0Dancer","description":"This repository contains some my HW, pet proj linked to Learning ML/DL/AI.","archived":false,"fork":false,"pushed_at":"2024-02-28T14:28:21.000Z","size":27085,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-02-10T16:57:33.606Z","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/disk0Dancer.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}},"created_at":"2023-09-26T17:41:41.000Z","updated_at":"2023-09-26T17:52:53.000Z","dependencies_parsed_at":null,"dependency_job_id":"2ab6abc4-aafb-46ab-90db-f50fcff08180","html_url":"https://github.com/disk0Dancer/steps2buildAI","commit_stats":null,"previous_names":["gchurakov/steps2buildai","disk0dancer/steps2buildai"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/disk0Dancer%2Fsteps2buildAI","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/disk0Dancer%2Fsteps2buildAI/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/disk0Dancer%2Fsteps2buildAI/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/disk0Dancer%2Fsteps2buildAI/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/disk0Dancer","download_url":"https://codeload.github.com/disk0Dancer/steps2buildAI/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":247312098,"owners_count":20918341,"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":[],"created_at":"2024-12-18T14:28:12.451Z","updated_at":"2025-04-05T08:42:20.259Z","avatar_url":"https://github.com/disk0Dancer.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# steps2buildAI\nThis repository contains some my HW, pet proj linked to Learning ML/DL/AI.\n\n- [GAN](https://github.com/gchurakov/steps2buildAI/blob/main/gan_sin.ipynb)\n  \n  генеративно-состязательная сеть относительно синусоиды с Keras\n\n- [Тестовое задание : отбор в Инженермно математическую школу ВКонтакте - НИУ ВШЭ](https://github.com/gchurakov/steps2buildAI/edit/main/README.md)\n  \n  Классификация новостей на Keras, реккурентные НС\n\n- [Реккрурентные НС](https://github.com/gchurakov/steps2buildAI/blob/main/imdb_classification_GRU_LSTM.ipynb)\n  \n  Классификация отзывов на Keras\n\n- [Анализ временного ряда продаж](https://github.com/gchurakov/steps2buildAI/blob/main/sales_analisys.ipynb)\n  \n  Анализ временного ряда, построение доверительных интервалов, проверка на стационарность, (авто-)регрессионная модель\n\n- [Transfer learning](https://github.com/gchurakov/steps2buildAI/blob/main/transfer_learning.ipynb)\n  \n  Перенос обучения, fine-tune  CV-model 101-label классификация, свертночная  НС\n\n- [Лабораторные работы по ML](https://github.com/gchurakov/steps2buildAI/blob/main/Machine_Learning_HSE_practices.ipynb)\n  \n  - exploration data-analytics\n  - классификация ( + несбалансированные данные )\n  - интерполяция\n  - экстраполяция\n  - оценка адекватности моделей\n  - ассоциативные правила\n  - обработка временных рядов\n  - Ансамбли моделей\n \n  - NLP:\n    - построение классификатора текстов (статистические и контекстуальные эмбеддинги)\n    - построение вопросно-ответной системы\n  - CV:\n    - opencv: HOG (классификация)\n    - pytorch: Yolo8 (детекция)\n  \n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdisk0dancer%2Fsteps2buildai","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fdisk0dancer%2Fsteps2buildai","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdisk0dancer%2Fsteps2buildai/lists"}