{"id":13571920,"url":"https://github.com/rouseguy/DeepLearning-NLP","last_synced_at":"2025-04-04T09:31:21.066Z","repository":{"id":72583564,"uuid":"63745728","full_name":"rouseguy/DeepLearning-NLP","owner":"rouseguy","description":"Introduction to Deep Learning for Natural Language Processing","archived":false,"fork":false,"pushed_at":"2020-05-26T20:10:55.000Z","size":13644,"stargazers_count":603,"open_issues_count":0,"forks_count":211,"subscribers_count":33,"default_branch":"master","last_synced_at":"2025-03-28T22:12:30.496Z","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":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/rouseguy.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}},"created_at":"2016-07-20T03:03:42.000Z","updated_at":"2025-03-19T19:17:44.000Z","dependencies_parsed_at":"2023-03-01T08:30:57.176Z","dependency_job_id":null,"html_url":"https://github.com/rouseguy/DeepLearning-NLP","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/rouseguy%2FDeepLearning-NLP","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/rouseguy%2FDeepLearning-NLP/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/rouseguy%2FDeepLearning-NLP/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/rouseguy%2FDeepLearning-NLP/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/rouseguy","download_url":"https://codeload.github.com/rouseguy/DeepLearning-NLP/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":247153112,"owners_count":20892605,"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":"2024-08-01T14:01:08.312Z","updated_at":"2025-04-04T09:31:16.052Z","avatar_url":"https://github.com/rouseguy.png","language":"Jupyter Notebook","readme":"# Introduction to Deep Learning for Natural Language Processing\n\nThis repo accompanies the *Introduction to Deep Learning for Natural Language Processing* workshop to explain the core concepts of deep learning with emphasis on classifying text as the application. `Python` data stack is used for the workshop. \n \n## Overview\n\nThe following topics are covered\n\n1. What is deep learning?\n2. Motivation: Some use cases \n3. Building blocks of Neural Networks (Neuron, Activation Function, Backpropagation Algorithm)\n4. Word Embedding\n5. `word2vec`\n5. Introduction to `keras`\n6. Multi-layer perceptron\n7. Convolutional Neural Network\n8. Recurrent Neural Network\n9. Challenges in Deep Learning\n\nDepending on time, the following topics might be covered\n\n1. Using `tensorflow` as backend for `keras`\n2. Unsupervised learning using Autoencoders\n\n \n## Installation Instructions\n\nPlease refer to the [installation](installation.md) instructions document. That document also has instructions on how to run a script to check if the required packages are installed. \n\n## Slides\n\nThe slides used for the workshop are available [here](https://speakerdeck.com/bargava/introduction-to-deep-learning-for-natural-language-processing)\n","funding_links":[],"categories":["Jupyter Notebook"],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Frouseguy%2FDeepLearning-NLP","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Frouseguy%2FDeepLearning-NLP","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Frouseguy%2FDeepLearning-NLP/lists"}