speech recognition using deeplearning | speech to text using python ,deeplearning 2022-23 tutorial

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Hi ,

in this video we try to explain how we can implement speech to text recognition using deep learning from base using python . Speech to text recognition is a technology which is booming in the industry. It is being used in so many applications. we thought we should make video on it . it would be very helpful for you . you can comment the topic we will be making videos on it.

The primary advantage of speech recognition is searchability. Speech recognition is an interdisciplinary subject of computer science and computational linguistics that develops approaches and technology to allow the recognition and translation of spoken language into text by computers. It is often referred to as speech to text, computer voice recognition, or automated speech recognition (ASR) (STT). It draws on expertise and research from the domains of computer science, linguistics, and computer engineering. Speech synthesis is the opposite process.

A speaker must "train" (also known as "enrol") some voice recognition systems by reading text or a small vocabulary to the device. The accuracy of the speech recognition is improved by the system's analysis of the individual's voice and utilisation of that information. Systems without training are referred to as "speaker-independent" systems. Training-based systems are referred to be "speaker dependent".

Applications for speech recognition include voice user interfaces like voice dialling (for example, "call home"), call routing (for example, "I would like to make a collect call"), domotic appliance control, search key words (for example, "find a podcast where particular words were spoken"), simple data entry (for example, "enter a credit card number"), preparation of structured documents (for example, a radiology report), identification of speaker characteristics, and speech-to-text processing (for example, word (usually termed direct voice input).

Identifying the speaker, as opposed to what they are saying, is what voice recognition or speaker identification refers to. In systems that have been trained on a particular person's voice, interpreting speech can be made simpler by being able to identify the speaker. It can also be used to authenticate or verify a speaker's identity as part of a security procedure.

From a technological standpoint, speech recognition has a lengthy history and has seen several significant technological advancements. Recent developments in deep learning and big data have improved the field. Not only have there been an increase in academic papers published in the topic, but more significantly, the global industry has adopted a number of deep learning techniques for creating and implementing voice recognition systems.

following steps to build speech to text recognition model
1. What is speech to text recognition?
2. Why we need speech to text recognition pajama?
3 . What are the application of speech to text recognition?
4 . How to connect data set for speech to text recognition?
5. How to access data for preprocessing?
6. Free process both their Signals and test text.
7. How to build CTC layer for speech to text recognition?
8. How to build a deep learning model just like deepspeech 2?
9. How to train deep learning model that is RNN for the prepared data set ?
10. Use trained model for predicting on user interested wave files.

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[Illogical.]

This video seems really helpful, but it takes a lot of effort for me to... well.. recognize and understand your speech...
I can understand most of it, but whenever you pause to think of how to say something, then you say that thing pretty fast and with less space between words, and I usually can't keep up with those parts.
I do not have the energy to understand what you say for 40 minutes.
Other people seem to be finding the video very helpful, so don't let my inability to understand you stop you from making videos.

[digitalnews]

can we get source code
or google colab link ???

[andrewbenyeogor]

knowledge packed video but was extremely hard to follow

[jephinjohn]

you have purposefully removed some content from the notebook i guess. Which is why i am getting error. We both know why

[tanmaysurendra]

Its taking a lot of time for a single epoch to run on my pc and its suggested to use more than 50 epochs . What possible measures should i take?

[shreyaspatil]

Hello sir when will be the HCR next video coming... waiting... thankyou

[Babylon_]

GD! sorry sir, I have one question, how can I use thos code for listening morse code and convert it to text. Could you pls help me with this?

[carlcontreras]

it is also better if you give us the repo link for this

[sriharika]

Sir in the pre-processing step you are mapping the variables instead of that can we use word Embedding technique?

[j.slabangsutring]

Hello, Sir. How can I train for new language (none English)? Is it that ok by changing Audio and Transcribe datasets? Thank you.

[aswinpt]

Sir, can you help with the code for taking wav file from user as input and then predicting its transcription

[SauravKumar-dl]

hello sir i tried the code form the video but i got an error in "Start the training process" section at the line "history = model.fit" . Can you please help me out ?

[alirezairani]

I want to fine-tune your model on Persian language, what do I need to change except alphabet?

[FerielSADOUN]

Sir i have question i used this code in google colab pro i runned with 50 epochs and it didn't give me a true result, didn't predecte true . so what'is problem and you have a solution!

[AbdulKalam-mkxi]

Sir is it possible to take inputs from the User while the Voice assistant reading the a text

[payalGupta-jcow]

Sir can u pls help me with the code of identifying any language using transformer model. Pls pls pls

[gansurendondog]

text to speech deeplearning please. It is not found in some dialectal languages. currently there is no mn in google

[arteliniusz.]

Hi, I have a question, does this system recognize speech from mp4 files as well?

[uta-std-vitoriaanthony]

hello sir please am working on a similar project applying speech to text to a dataset of my local language is there anyway to contact you?

[kumar]

sir i have sanskrit dataset can i do the same thing for sanskrit speech recognition