THE FUTURE IS HERE

How Text Becomes Intelligence for Generative AI: From BoW to Neural Embeddings | Live Demo

Ever wondered how machines understand human language?

In this hands-on NLP tutorial, we decode the full journey of text → numbers → intelligence.

🔍 You’ll learn with real code (Scikit-learn + Keras):

How text is broken down using tokenization

The pros & cons of Bag of Words, TF-IDF, and Integer Encoding

How the Keras Embedding layer transforms word indices into dense, learnable vectors

Full deep learning pipeline: From tokenizing cricket vs. chess sentences to making predictions

Why embeddings one-hot encoding for real-world AI

💡 Perfect for NLP beginners, GenAI enthusiasts, and Python learners.
⚡ By the end, you’ll know how to preprocess, encode, train, and predict — all in one place.

👨‍💻 Step into the world where text becomes meaning. Let’s build AI that understands words like we do.

visit – www.aicouncil.in
reach out us – +91 7428661107

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