felipelodur/rnn-language-translation-en-fr

Using RNN to make english to french translations. Developed as coursework in the "Deep Learning Fundamentals" Nanodegree @ Udacity

RNN-Language-Translation-EN-FR

Using RNN to make english to french translations. Developed as coursework in the "Deep Learning Fundamentals" Nanodegree @ Udacity. This project passed all specifications defined by the program, as shown in the Project Information section.

Project Information

• The function text_to_ids is implemented correctly.
• The parameters are set to reasonable numbers.
• The number of epochs is set adequately, as the training loss is low and not improving much with more training.
• Batch size is large enough to train efficiently, and it is obviously small enough to fit in memory.
• RNN size seems adequate.
• The number of layers seems good.
• Encoding and decoding embedding sizes are set okay.
• Learning rate looks fine. Not too large, not too small.
• Keep probability is in adequate range.
• The project ended with a validation and test accuracy that is at least 90.00%

Results

Your NN translated most of the words correctly. I encourage you to try translating other sentences from the dataset and see how your NN performs on them. Unfortunately, in this project you will rarely see perfect translation.