What is speech recognition? Application of speech recognition.
What is Automatic Speech to Text
Recognition System??? Or what is speech recognition?
Speech Recognition (is also known as Automatic Speech Recognition (ASR), or
computer speech recognition) is the process of converting a speech signal to a
sequence of words, by means of an algorithm implemented as a computer
program.
Applications of speech recognition
• In workplaces: Small task commands such as print, record, stop etc.
• In banking: voiced request, transaction details, making payments etc.
• Search Engines: Voiced searching.
• Language learning
• In internet of Things
• Disabled Persons: Such as typing with speech, running devices with voiced
commands etc.
Speech Recognition Model
Speech is the one’s thought and feeling by articulated sounds in the form of
waves recorded with help of equipment (mic).
Preprocessing is the cancelation of reverberation, echoing , windowing , noise
filtering, smoothing and many more.
Feature extraction, as each and every person has different speech and
intonation due to different ingrained in the utterances. Reduced the
variation to a generalized form. Techniques used now a days are LPC and
MFCC.
Speech classification Techniques such HMM,DTW, VQ etc.
Speech recognition : here comes the application of neural networks as these
were powerful in recognition and there are various NN for this are RNN, LSTM,
DN and a Hybrid HMM-LSMT.
Neural Network
Neural Neworks are referred to neuron circuits. At present it is refers to ANN
consisting of artificial neurons or nodes. Each node receives an input and changes
it state according to input values and give output. In each node or neuron have a
mathematical model for information processing.
Generally output of previous neuron is the input for next such a type of NN is
called as FFNN(feed forward neural network) and having a DAG(directed Acyclic
Graph).
Networks having cycle in it called as RNN
Conclusion
Neural networks are modern way for recognizing speech. SRS requires four stages
Analysis, feature extraction , modeling and matching. ASR using neural network
is emerging field now a day. Various neural networks such as deep neural
network, RNN and LSTM are used for recognizing speech.
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