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English/Spanish Translator

Project Task: The user should be able to speak (English) into a microphone. The program should understand the spoken sentence and print (predict) the spoken sentence. The program should then be able to translate the inputted sentence to another language (Spanish).

⏳ Dataset

Anki Spanish - English

Appendix

Quinn Lanners Neural Machine Translation

Simplilearn A Guide to Speech Recognition in Python: Everything You Should Know

Sean Robertson NLP FROM SCRATCH: TRANSLATION WITH A SEQUENCE TO SEQUENCE NETWORK AND ATTENTION

François Chollet English-to-Spanish translation with a sequence-to-sequence Transformer

https://github.com/whitphx/streamlit-stt-app/blob/main/app_deepspeech.py

Helpful Articles to Understand Content and Concepts

David Amos The Ultimate Guide To Speech Recognition With Python

Catherine Breslin Under the Hood: Automatic Speech Recognition

Supervisely How to build end-to-end recognition system

Zilun Peng et. al How to Make an End to End Automatic Speech Recognition System with Wav2vec 2.0

Dylan Fox 3 best practices for building speech recognition models

Vijaysinh Lendave LSTM Vs GRU in Recurrent Neural Network: A Comparative Study

🖥️ Installation

🛠️ Requirements

  • Tensorflow 2.8.0

⚙️ Setup

  • Install :-
  pip install psutil numpy matplotlib pandas SpeechRecognition streamlit streamlit_webrtc
  pip3 install torch==1.10.2+cu113 torchvision==0.11.3+cu113 torchaudio===0.10.2+cu113 -f https://download.pytorch.org/whl/cu113/torch_stable.html
pip install pipwin
pipwin install pyaudio

Deployment