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$20 USD / hour
Flag of INDIA
kolkata, india
$20 USD / hour
It's currently 2:18 PM here
Joined March 8, 2020
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Susmita G.

@simpi199008

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$20 USD / hour
Flag of INDIA
kolkata, india
$20 USD / hour
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PhD Research Scholar on Machine Learning

I am programming enthusiast and have a vast experience working on different types of projects in machine learning and deep learning using python, tensorflow, keras, scikit-learn, scipy etc. I am currently pursuing my PhD on machine learning from Indian Statistical Institute of Kolkata. Before that, I completed my M.S. from Indian Institute of Technology, Kharagpur. Google Scholar Link : [login to view URL]

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Education

PhD (Pursuing)

Indian Statistical Institute, India 2018 - 2020
(2 years)

Master of Science

Indian Institute of Technology, Kharagpur, India 2014 - 2017
(3 years)

Publications

Decoding mental states in bistable perception by using source based wavelet features

2017 IEEE Calcutta Conference (CALCON), IEEE
This work presents an efficient application of machine learning and signal processing algorithms in decoding the mental states from brain signals. We decoded two internal mental states, transition and maintenance, representing the process of switching and maintaining a perception in bistable perception, respectively.

A Machine Learning Approach to Decode Mental States in Bistable Perception

2017 International Conference on Information Technology (ICIT), IEEE
This work demonstrates the usefulness of machine learning framework in decoding mental states from recorded brain signals. Magnetoencephalogram (MEG) signals were recorded from human participants while they were presented with six different conditions of bistable stimuli. Two internal mental states, transition and maintenance, which are related to switching or maintaining a perception in bistable perception respectively, were decoded.

Switch or stay? Automatic classification of internal mental states in bistable perception

Cognitive Neurodynamics , Springer Netherlands
The human brain goes through numerous cognitive states, most of these being hidden or implicit while performing a task, and understanding them is of great practical importance. However, identifying internal mental states is quite challenging as these states are difficult to label, usually short-lived, and generally, overlap with other tasks. One such problem pertains to bistable perception, which we consider to consist of two internal mental states, namely, transition and maintenance.

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