🔬🤖 Explore advanced NLP with Transformers! 💡 A hands-on project covering 5️⃣ major tasks: text summarization 📝, classification 🏷️, question answering ❓, named entity recognition 📇, and relationship extraction 💼. Leverages Hugging Face's Transformers, PyTorch, SpaCy, NLTK, and more! 🚀🛠️🔥 Happy learning! 🎓💻🌐

🔬🎨 Dive into the world of text-to-image generation with Stable-Diffusion-FineTuning! 🚀 From intricate impressionist art 🖼️ to dynamic action scenes 🚗, this project turns any text prompt into vibrant visuals! 💡 Perfect your model with fine-tuning, enabling a wide variety of creative applications. 🌟

🚀 Detecting financial fraud 💳💰 using Graph Neural Networks (GNNs) 🔀! Dive into how GNNs, Amazon SageMaker 🧪, and the Deep Graph Library (DGL) collaborate to spot fraudulent transactions from complex datasets 👥. Leverage R-GCN models 🌐 for multi-relational data 🎯 and enjoy better predictive performance 🏆. Experiment with us! 💡👍

📚🗣️ "LipNet: Lip Reading Project" 👀 Transforms video frames 🎞️ into text 📄 using a spatiotemporal model 🧠🌐 Achieves 95.2% accuracy 🏆 on the GRID corpus, outperforming humans and previous models! Model training, data prep 🔄📂, and inference 💡 all included. Code can be run on StudioLab, nbviewer, and Google Colab 🔄💻.

📈 Harness the power of LightGBM, CatBoost, TabTransformer & AutoGluon-Tabular in Amazon SageMaker 🚀 for customer churn prediction. 💡🐱🔄📊 We employ Automatic Model Tuning (AMT) to train ML models 🧠, identifying unhappy customers 😞 early to prevent business loss. 💸 Comparison of models included! 📝

🚀 Dive into the 🌊 of tweets with the 🐦 Twitter Search App! Utilizing MySQL & MongoDB 🛠️, our app fetches, stores, and 🔍 searches through tweets, retweets, and more. Offers an easy-to-use interface, 🎯 several search options, and LRU cache for speedy data retrieval. 🏎️ Keep your Twitter data at your fingertips! 👌💼