Sachin M.

Sachin M.

Expert Machine Learning Engineer

Patna , India

Experience: 1 Year

Sachin

Patna , India

Expert Machine Learning Engineer

USD / Year

  • Start Date / Notice Period end date:

1 Year

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About Me

I believe in problem solving by using technology. My area of interest is ‘Artificial intelligence’ specifically Deep learning and Machine learning. I have attended various online and offline courses on Machine learning and Deep Learning from ...

I got selected to carry out project work as an intern at Regional Remote Sensing Centre-East, ISRO. During my project work, I have used high-resolution satellite imageries to perform instance segmentation of vehicle using deep convolution neural network. I am also the 1st Runner up in TCS EngiNX 2019 contest.  In this contest, I have developed Remote audio-based emergency assistance system, a device which is able to capture the emergency events based on audio and send the notification to respective authority in real-time.

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I got selected to carry out project work as an intern at Regional Remote Sensing Centre-East, ISRO.

Description

I got selected to carry out project work as an intern at Regional Remote Sensing Centre-East, ISRO. During my project work I have used high-resolution satellite imageries to perform instance segmentation of vehicle using deep convolution neural network. The results of instance segmentation were used to perform the analysis of Traffic Congestion. In this analysis, two approaches are implemented i.e. holistic approach and Instance segmentation approach. In holistic approach, the images were labelled congested and not congested after that the labelled image were use to train deep convolution neural network. Whereas, in instance segmentation approach the ratio of total area covered by vehicle (which is given by instance segmentation model of deep learning) and total area of lane were calculated and if this ratio exceeds certain threshold then that lane is considered as congested and vice-versa.

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