{"id":15817382,"url":"https://github.com/wj-mcat/tensorflow2-nlp-getting-started","last_synced_at":"2026-05-15T12:06:55.165Z","repository":{"id":108103422,"uuid":"307230875","full_name":"wj-Mcat/tensorflow2-nlp-getting-started","owner":"wj-Mcat","description":"💯 💯 通过一系列的案例快速上手tensorflow2，以及自然语言处理的相关任务 ✨ ✨","archived":false,"fork":false,"pushed_at":"2020-11-03T01:46:46.000Z","size":1328,"stargazers_count":1,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-08-21T07:24:27.787Z","etag":null,"topics":["natural-language-processing","nlp","tensorflow","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":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/wj-Mcat.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","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}},"created_at":"2020-10-26T01:28:04.000Z","updated_at":"2020-11-19T13:38:08.000Z","dependencies_parsed_at":null,"dependency_job_id":"248232ee-3388-4c55-9944-0f1ad869e3be","html_url":"https://github.com/wj-Mcat/tensorflow2-nlp-getting-started","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/wj-Mcat/tensorflow2-nlp-getting-started","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/wj-Mcat%2Ftensorflow2-nlp-getting-started","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/wj-Mcat%2Ftensorflow2-nlp-getting-started/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/wj-Mcat%2Ftensorflow2-nlp-getting-started/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/wj-Mcat%2Ftensorflow2-nlp-getting-started/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/wj-Mcat","download_url":"https://codeload.github.com/wj-Mcat/tensorflow2-nlp-getting-started/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/wj-Mcat%2Ftensorflow2-nlp-getting-started/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":33066159,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-15T11:35:32.926Z","status":"ssl_error","status_checked_at":"2026-05-15T11:35:31.362Z","response_time":103,"last_error":"SSL_connect returned=1 errno=0 peeraddr=140.82.121.5:443 state=error: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"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":["natural-language-processing","nlp","tensorflow","tensorflow2"],"created_at":"2024-10-05T05:41:20.754Z","updated_at":"2026-05-15T12:06:55.150Z","avatar_url":"https://github.com/wj-Mcat.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# tensorflow2-nlp-getting-started\n\n![](./assets/nlp.jpg)\n\n\u003e 通过一系列的案例快速上手tensorflow2，以及自然语言处理的相关任务\n\n## Contents\n\n### [1. basic-of-tensorflow](./1.basic-of-tensorflow)\n\n- [1.1.tensor - 张量基础](./1.basic-of-tensorflow/1.1.tensor.ipynb)\n- [1.2.tensor-operation 张量操作](./1.basic-of-tensorflow/1.2.tensor-operation.ipynb)\n- [1.3.gradient - 梯度](./1.basic-of-tensorflow/1.3.gradient.ipynb)\n- [1.4.mask \u0026 padding - 掩码 \u0026 填充](./1.basic-of-tensorflow/1.4.mask.ipynb)\n\n### 2. [building-models](./2.building-models)\n\n- [2.1.layer-and-models 自定义层与模型](./2.building-models/2.1.layer_and_model.ipynb)\n    - [auto-keras](./2.building-models/blog.autokeras.md)\n- [2.2.multilayer-perceptron 多层感知机](./2.building-models/2.2.multilayer-perceptron.ipynb)\n- [2.3.loss function - 损失函数](./2.building-models/2.3.loss.ipynb)\n    - [how-to-choose-loss-function](./2.building-models/blog.how-to-choose-loss-function.md)\n- [2.4.optimizer - 优化器](./2.building-models/2.4.optimizer.ipynb)\n- [2.5.learning_rate_scheduler 学习率调整器](./2.building-models/2.5.learning_rate_scheduler.ipynb)\n- [2.6.metrics - 评价指标](./2.building-models/2.6.metrics.ipynb)\n- [2.7.rnn-examples - 循环神经网络](./2.building-models/2.7.rnn_examples.ipynb)\n\n### 3. training\n\n- [3.1.simple-training - 最简单的模型训练]()\n- [3.2.checkpoint - 保存和加载最优模型权重]()\n- [3.3.learning-rate-scheduler - 学习率调整器]()\n- [3.4.warmup - 缓慢调整学习率]()\n- [3.5.tf-record - 大数据量的数据处理方法]()\n\n### 4. checkpoint\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fwj-mcat%2Ftensorflow2-nlp-getting-started","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fwj-mcat%2Ftensorflow2-nlp-getting-started","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fwj-mcat%2Ftensorflow2-nlp-getting-started/lists"}