Build your own real-time voice command recognition model with TensorFlow

In this TensorFlow Tutorial we build our own real-time voice command recognition model that can then control a game.
Tutorial + Colab: www.tensorflow.org/tutorials/...
Code: github.com/AssemblyAI-Example...
Get your Free Token for AssemblyAI Speech-To-Text API 👇www.assemblyai.com/?...
▬▬▬▬▬▬▬▬▬▬▬▬ CONNECT ▬▬▬▬▬▬▬▬▬▬▬▬
🖥️ Website: www.assemblyai.com
🐦 Twitter: / assemblyai
🦾 Discord: / discord
▶️ Subscribe: kzbin.info?...
🔥 We're hiring! Check our open roles: www.assemblyai.com/careers
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
Timeline:
00:00 Intro
00:52 Build Model: Google Colab Walkthrough
05:09 Save & Download model
08:15 Add our preprocessing code
12:39 Code the final project with microphone input
18:44 Final project testing!!!
Microphone icon created by Freepik - Flaticon: www.flaticon.com/free-icons/m...
#MachineLearning #DeepLearning

[@cornpop3340]

This is an incredibly helpful video.

[@laviniacaldas2452]

It works =) Thanks!

[@donahue1187]

This is fantastic. I’m a Newbie to Python and neural nets, but your explanations are great and pretty straightforward. Question - what additional steps would I take to run this on my own local device (pi 4)? And what else would I need to do to introduce new commands such as as trigger word and “turn off the lights”? Would I need to create my own audio samples, save them to new folders, and retrain to retrain the model? Thanks for any guidance! (if you couldn’t tell I’m DONE w Google Home latency, recreating my own. Ambitious! Need help!)

[@gokhanersoz5239]

Thank you very much for the tranings. But I think there should be a more complex and more advanced voice recognition, voice classification and similar training series if you see fit. You know, trainings on sound are limited.

[@erickd4816]

Good video, excellent explanation, I have a question, can the same program be trained to recognize only a specific voice? if so, could you explain it to me? I would be very grateful.

[@Cyka_Blyatus]

What did you do so the program does not picks up ambient noise or actually works with the commands given? it seems the model lacks ambient noise data sets and whenever ran it only keeps spamming the first command, but yours works perfectly, how to achieve this?

[@oxydol3456]

This tutorial is great. I find that the key to build accurate model is gathering quality data a lot. And that sounds arduous work. didn't get good result with 200 examples. Edit: I found the model's accuracy is the way poor than I expected. Maybe it's due to the microphone I'm using and it's needed to taken care of before predicting process.

[@nguyent3465]

The code on TensorFlow website was changed :(

[@geekyprogrammer4831]

Can you please post building text to speech models from scratch?

[@MrIlvis]

On which Tensorflow version this was made? because Colab uses latest, but older one should work without problems.

[@itsrairamones]

thankyou dude its a hundred percent work for me but after couple minutes it crashed :(

[@seanadin386]

Can you do a video regarding the newer version? The run interface now has a different code

[@tvartalk]

😊

[@divyakhetan8754]

Is it a customised model (designed for a single person) or it can work on anyone's command

[@TheSaukkio]

How can it be that in the video it gives nothing with out speaking. While if i run the code from github it predicts random stuff when im not speaking.

[@swasthikk3655]

Can i get similar for English alphabets

[@clumsycoder1907]

its not working for me

[@loydvincentbutron4345]

is it for english voice only?

[@danielbogemann1598]

They changed the Code. Could u you do a quick update?

[@sanjeetjha9177]

Please provide me the model i need argently I am stuck in it

[@tankado_ndakota]

Got the error: "Could not import the PyAudio C module 'pyaudio._portaudio'." And couldn't find the solution... Macbook M1 Pro

[@tankado_ndakota]

I saw a note in other video for M1 :) let me try first :D

[@tankado_ndakota]

i did everything that I found from web. but still i got the error: "symbol not found in flat namespace '_PaMacCore_SetupChannelMap'"

[@rediet.f261]

what is sample_file in here 8:38

[@clumsycoder1907]

same doubt

[@arqamrafay]

exactly, i think their is file of recorded audio

[@LukasKofler]

See the first line at 5:38 🙂

[@Yvtq8K3n]

Its a shame, you cant train your own model.

[@threepe0]

of course you can

[@Yvtq8K3n]

@@threepe0 The last time I used this, you were unable to create a custom model and use it. Tensorflow provided you with an already trained model (0-1, left, right) and thats exactly what most people use.