OyelolaIbrahim/Developing-a-simple-chatbot-using-python-and-deep-learning
SUMMARY AI summary by gpt-5-mini
CloudyML ChatbotはPythonで構築された深層学習ベースの会話チャットボットで、FlaskによるブラウザUIで動作します。目的は手作業ルールではなくニューラルネットワークで入力の「インテント」を分類し、55以上のカテゴリから適切な応答を返すことです。主な処理はNLTKでのトークン化とWordNetによるレマタイズ、Bag-of-Wordsによる特徴化、128→64→出力の3層Denseネットワーク（Dropoutあり）による分類です。学習はSGD（Nesterov、lr=0.01、epochs=150、batch=5）で行い、モデル（.h5）と語彙・クラス（words.pkl、classes.pkl）を保存して運用します。Flaskは'/'でインタフェース、'/get'でメッセージ受信を提供し、信頼度0.25未満の予測は除外します。開発者や学習者、プロトタイピング用途に適しており、intents.jsonを編集してトピックや応答を拡張できます。起動手順は依存関係をインストール後に python train.py（初回学習）、続けて python app.py でサーバ起動です。
DETECTED Detected AI stack
AI-related keywords found in this repo's description, topics, or README summary — grouped by category. Each badge links to the corresponding ranking detail page.
Language breakdown (by bytes)
Owner
Dates
| Created on GitHub | 2026-05-09 |
| Last push | 2026-05-09 |
| First seen here | 2026-05-09 |
| Last fetched | 2026-05-09 18:19 |
Similar repos (same language)
Deep learning framework for automated pneumonia detection from chest X-ray images using transfer learning, data augmentation, and ensemble-based medical image classification. Built with PyTorch using ResNet50, evaluation metrics, ROC analysis, confusion matrices, and visualization for reliable AI-assisted diagnosis.
Luffy-2520/infotact-project1-grievance-nlpAI-Powered Citizen Grievance & Sentiment Analysis System | NLP Project | Infotact Internship
ssprajapati2021/MLOpsAssignmentMLOps assignment from the Applied AI & Agentic AI program at IIITB with upGrad — covering model lifecycle, CI/CD pipelines, and deployment practices.
encoder-010/infotact-project1-grievance-nlpAI-Powered Citizen Grievance & Sentiment Analysis System | NLP Project | Infotact Internship
gururaj004/air-quality-index-analysisEDA and visualization project analyzing Air Quality Index (AQI) trends and pollution patterns using Python and Jupyter Notebook.
Yamuna-6730/adaptive-federated-idsAdaptive Privacy-Preserving Federated Intrusion Detection Framework for AI-Era Cybersecurity using LSTM, Differential Privacy, and Real-Time Threat Intelligence.
sara-7/artificial-intelligence-coursePractical AI course materials including labs, assignments, and hands-on implementations using Python.
Tejass1303/air-temperature-time-series-analysis