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nishantbarsainyan's Projects

fraud-detector icon fraud-detector

Fraud Detector enables to bring fraud detection service for telephone communication such as malicious calls from thefts who are acting sons and daughters. To block the fraud, this solution can provide fraud detection system using voice recognition, natural language processing and machine learning. The user who subscribes this service can get score for "fraud-ness" from the system and he/she recognize whether the last call was from real son or not.

hackerrankpractice icon hackerrankpractice

170+ solutions to Hackerrank.com practice problems using Python 3, С++ and Oracle SQL

handson-ml icon handson-ml

A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in python using Scikit-Learn and TensorFlow.

python_assistant icon python_assistant

This is a python script which is programmed to follow certain commands with voice recognition system.

pytorchnlpbook icon pytorchnlpbook

Code and data accompanying Natural Language Processing with PyTorch published by O'Reilly Media https://nlproc.info

pyvr icon pyvr

Pure Python implementation of a voice recognition system

speech-emotion-analyzer icon speech-emotion-analyzer

The neural network model is capable of detecting five different male/female emotions from audio speeches. (Deep Learning, NLP, Python)

vi-face icon vi-face

A Facial Recognition system for the Visually impaired with a Voice interface

voice-beep icon voice-beep

Voice recognition system to detect negative words spoken with a beep signal

voice-recognition icon voice-recognition

Developed an voice recognition system using python . It involves certain modules such as converting speech to text and text to speech . It also involves of sending an email , login into face book and other predefined functionalities .

wake-up-word-detection icon wake-up-word-detection

Wake-up-word(WUW)system is an emerging development in recent times. Voice interaction with systems have made life ease and aids in multi-tasking. Apple, Google, Microsoft, Amazon have developed a custom wake-word engine, which are addressed by words such as ‘Hey Siri’. ‘Ok Google’, ‘Cortana’, ‘Alexa’. Our project focuses initially only detection and response to a customized wake-up command. The wake-up command used is “GOLUMOLU”. A wake-up-word detection system search for specific word and reads the word, where it rejects all other words, phrases and sounds. WUW system needs only less memory space, low computational cost and high precision. Artificial Neural Networks(ANN) have reduced the complexity, computational time, latency, thus the efficiency of system has improved. Deep learning has improved the efficiency of automatic speech recognition(SR), where wake word detection is a subset of SR but unlike keyword spotting and voice recognition. A deep learning RNN model is used for the training of the network. RNN are specifically used in case of temporal sequence data and has the ability to process data of different length but of same dimension. For training a model, labelled dataset is needed. We generated three forms of data: golumolu, negative and background. Such that, the model learns circumspectly and attentively detects when specific word found. To start communication with system, the wake word should be delivered. The main task of WUW detection system is to detect the speech, to identify WUW words among spoken words, to check whether the word spoken in altering context.

wikipediasentencecrawler icon wikipediasentencecrawler

Crawls Wikipedia articles and parses out sentences from articles. I am personally using this to build language model for a voice recognition system.

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