Testing a Custom Transformer Model for Language Translation with ONNX

💡 Welcome back to another video tutorial on Transformers! In my previous tutorials, we've delved into the captivating world of Transformers. We explored their intricate architecture, and the magic of attention mechanisms, and even crafted a complete Transformer model in TensorFlow.

In this tutorial, we're about to embark on an exciting journey - one that'll teach us how to efficiently prepare data for training a Transformer model using TensorFlow's powerful fit function. But that's not all! We've got something special in store - the Opus 100 Corpus dataset. It's a treasure trove of translation data spanning over 100 languages. For our learning adventure, we've chosen to work with English-to-Spanish translation.

📥 But wait, before we dive into data preparation, we'll use a handy script to automatically download the essential datasets. No manual labor is required!

Once we've gathered our data, I'll guide you through crafting your very own custom tokenizers for both English and Spanish. Tokenization, my friends, is the secret sauce that transforms text into numerical magic, ready to be devoured by our Transformer model. And guess what? We'll also learn how to save and load these incredible tokenizers.

🚀 Now, hold on to your seats! To manage the vast dataset efficiently, we'll introduce a data provider. It's like our trusty sidekick, ensuring we feed our model with bite-sized batches of data, preventing memory overload during training.

But here's the kicker: this is just the beginning of our adventure. We're diving even deeper. We'll unveil the secrets of model architecture, set up clever callbacks, implement a learning rate scheduler, and, finally, unleash our Transformer model into the wild for training. And yes, there's more - we'll also explore evaluation and inference methods!

🌟 I've got all the code and resources neatly organized in my GitHub repository, so you can follow along effortlessly and embark on this thrilling journey yourself. If you've found this tutorial as exciting as I have, don't forget to hit that like button and subscribe. Questions or need guidance? Drop a comment below, and I'll be your guide on this captivating Transformers odyssey. Stay tuned for the next part of our adventure, and let the learning begin! 🌟

#transformers #nlp #tokenizer #tensorflow #pytorch