Build an Image Captioning Model Using NLP & Computer Vision | Image Caption Generator Deep Learning

#machinelearning #datascience #python Learn how to create an Image Caption Generator using CNN and LSTM in this complete 2-hour tutorial. Build an end-to-end deep learning project with an interactive app. Perfect for beginners and advanced learners! Code: https://github.com/611noorsaeed/Image-Caption-Generator-Using-Deep-Learning-Image-Captioning-Using-CNN-LSTM/tree/main Dataset: https://www.kaggle.com/datasets/adityajn105/flickr8k Save Model: https://www.kaggle.com/datasets/noorsaeed/img-cap-models Timestamps: 00:00:00 - Introduction, APP, About Dataset, Setting 00:05:42 - Imports Tools and Libraries 00:13:38 - Load Images and Captions Datasets 00:15:02 - What is an Image 00:18:10 - What is Tokenization 00:23:34 - Data Visualization 00:33:03 - Text Preprocessing, Text Cleaning 00:41:20 - Tokenization Implementation With Keras 00:50:34 - Image Features Extraction Using Pretrained Model DenseNet201 (CNN) 00:56:19 - What is RNN (One to Many) 01:00:38 - Modelling, CNN, LSTM, Training, Evaluation Implementation 01:07:11 - What Are Neural Networks in Deep Learning 01:22:31 - Plotting Model Loss curves 01:24:36 - Saving Trained Model and Necessary files for Inferences 01:26:19 - Generating Captions For New Image Using the Trained Model 01:45:35 - Deployment With Streamlit App 🚀 Get Free AI Courses! 🎓 Explore my YouTube channel for a wide range of playlists designed to boost your AI knowledge and skills! Here are some valuable resources: Python Programming For AI: https://www.youtube.com/playlist?list=PLdF3rLdF4ICSYSbxh2H_RKm_IgUuFaSfp Python Console-Based Programming Projects: https://www.youtube.com/playlist?list=PLdF3rLdF4ICRvkolDHFbA36eOI39VpzQ- NLP Engineering BootCamp Python: https://www.youtube.com/playlist?list=PLdF3rLdF4ICSoVmltlIcWQZ2iGlslVCZy Recipes Recommendation System: https://www.youtube.com/playlist?list=PLdF3rLdF4ICR9S_KYndYia_x8hnhx0Jea Generative AI Projects: https://www.youtube.com/playlist?list=PLdF3rLdF4ICRiR8-Rtj3Um5oAbapmmkEj Google Gemini LLM Projects: https://www.youtube.com/playlist?list=PLdF3rLdF4ICSRqjErA59Igx9vNBtFWOF2 E-Commerce Products Recommendation: https://www.youtube.com/playlist?list=PLdF3rLdF4ICTVTjSpdX5GCrHBGedaXoru Question MCQs Generator App: https://www.youtube.com/playlist?list=PLdF3rLdF4ICRcTjbHf2UlgQIMZ99GxO5S Full Stack AI Mastery: From Python to Expert Systems: https://www.youtube.com/playlist?list=PLdF3rLdF4ICQZWqrFYTutbuqHSc_swn7H Machine Learning Tutorials: https://www.youtube.com/playlist?list=PLdF3rLdF4ICTrOTMQ5XaUtHc-K0KGQzSS NLP Transformer and LLMs Projects: https://www.youtube.com/playlist?list=PLdF3rLdF4ICRND3Urdm2nf6MM9ntkjvO6 LangChain OpenAI Projects: https://www.youtube.com/playlist?list=PLdF3rLdF4ICTwGLcd7FjqVurZe2OaWlz5 Scikit-learn Tutorials: https://www.youtube.com/playlist?list=PLdF3rLdF4ICSDzmnqIueQDdyODJB8TaA0 Data Analysis with Pandas: https://www.youtube.com/playlist?list=PLdF3rLdF4ICQGnskar9tqCuhi_tSCk40- Machine Learning Projects: https://www.youtube.com/playlist?list=PLdF3rLdF4ICTDKN1VVTfAv35NR5mjK_hk NLP Projects: https://www.youtube.com/playlist?list=PLdF3rLdF4ICQ4-fSEucMqoqMz1tEyjp9q Recommendation System Projects: https://www.youtube.com/playlist?list=PLdF3rLdF4ICTgEwDYcRAECQPnS8eynavM Computer Vision Projects: https://www.youtube.com/playlist?list=PLdF3rLdF4ICQ92Su6Tg-S6tOuxO32NgWs Data Analysis Dashboards: https://www.youtube.com/playlist?list=PLdF3rLdF4ICR1FimUTKHBFUbPHJXUGf7p 100 Days Machine Learning: https://www.youtube.com/playlist?list=PLdF3rLdF4ICQs8-3EzEEGOIIf6zKRWA6A Machine Learning Interview Preparation: https://www.youtube.com/playlist?list=PLdF3rLdF4ICQuJnXhDSNGiKzyFidIay5m OpenCV Tutorials: https://www.youtube.com/playlist?list=PLdF3rLdF4ICQG-RyfcOK3UgPP1XwKLexB 100 Days Computer Vision: https://www.youtube.com/playlist?list=PLdF3rLdF4ICSDGGZz6wj118qbVtQwgt7h Python Chatbot Development: https://www.youtube.com/playlist?list=PLdF3rLdF4ICQ3IeMsyl6ZI4NK45TPK1GJ Machine Learning Regression Projects: https://www.youtube.com/playlist?list=PLdF3rLdF4ICTDXoDdeeyz6u9VGI-XggEK Python Advanced Programs: https://www.youtube.com/playlist?list=PLdF3rLdF4ICRj-s_NsGmjxiZe4GKw4bgO Python Search Engine Development: https://www.youtube.com/playlist?list=PLdF3rLdF4ICReR8yF6AFMPwgxyD1IoFMz Explore these playlists to enhance your skills in AI and machine learning. Don't forget to subscribe for more content! 🔔 ================================ My Accounts Links: Youtube Channel: https://youtube.com/@611aiwithnoor?si=u6bbtkO1-Fb0-5ym Facebook: https://web.facebook.com/dailyverbs.wordspresentation GitHub: https://github.com/account Linkdin: https://www.linkedin.com/in/ai-with-noor-654a23263/ Kaggle: https://www.kaggle.com/noorsaeed