Machine Learning to Deep Learning - A journey for Remote Sensing Data Classification

Indian Space Research Organisation (ISRO), Department of Space, Govt. of India Dehradun has conducted a Five days online short term course on “Machine Learning to Deep Learning: A journey for Remote Sensing Data Classification and Detection” at GL Bajaj Institute of Technology and Management on 4-8 July, 2022.

About the Course
Main core utilization of remote sensing data is for land use / land cover map generation. Further it has been tried to increase capability of remote sensing data to extract single class of interest. Also to map different stages within a given class, generate information about specific class of interest in time domain. In todays scenario, various remote sensing sensor’s data is available, its gives an opportunity to integrate these multiple sensor data in a given application, to extract specific class level information. So it’s important to explore machine/deep learning algorithms to extract specific class level information from multi-sensor temporal remote sensing data sets. The short course is scheduled from July 4, 2022.

Short Course Contents and Schedule
4th July 2022 :(16.00Hrs-17.30Hrs) - Remote Sensing and its sensors of various resolutions, Radiometry and Geometric corrections and Basic understanding of Image.
5th July 2022 : (16.00Hrs-17.30Hrs) - Basic classifier to Machine Learning –A Journey.
6th July 2022 : (16.00Hrs-17.30Hrs) - Methods in Machine Learning: Supervised, Unsupervised and Reinforcement.
7th July 2022 : (16.00Hrs-17.30Hrs) - Fuzzy based machine learning with application in Temporal data processing.
8th July 2022: (16.00Hrs-17.30Hrs) - Network based Learning algorithms –ANN to CNN/RNN

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