Ship Detection from Satellite Imagery || Machine Learning Project for Space and Sustainability

Shipping traffic is growing fast. More ships increase the chances of infractions at sea like environmentally devastating ship accidents, piracy, illegal fishing, drug trafficking, and illegal cargo movement. This has compelled many organizations, from environmental protection agencies to insurance companies and national government authorities, to have a closer watch over the open seas. In this Project, we are building a Machine Learning and Deep learning system to accurately detect Ships in the Ocean from Satellite Imagery. This Project uses Semantic Segmentation Methodology with custom build UNet Architecture. Udemy Certified Course On this Project: https://www.udemy.com/course/project-... #machinelearning #mlprojects #space #deeplearning You can submit the tasks at the end of this project and submit your code notebook in the below form. You will get a certificate for this project by submitting the solution for the tasks. Project Notebook: https://github.com/Spartificial/yt-ac... Submission Form Link: https://forms.gle/viPSpyCkppuxKEWv5 YouTube Academic Projects Series is a video series by Spartificial that provides free certified Machine Learning related student projects focusing on Space technology and Sustainable Development. ** TIME STAMPS - SDSI0922 ** ------------------------------- 00:00:55 Training Programs at Spartificial 00:03:33 Intro to Dataset 00:05:02 Applications of Machine Learning in Computer Vision 00:11:55 Exploring the data 00:22:37 Run Length Encoding and Decoding 00:36:15 Convert RLE Masks to Images 01:04:16 Preparing Train and Validation Data 01:14:44 Random Undersampling for ship counts 01:22:55 Parameters that you may want to change later 01:38:52 Augmenting Images and Masks 01:52:07 Intro to Convolutions, Upsampling, Pooling 01:57:08 Understanding UNET and understanding our model 02:20:11 Understanding Metric and Loss for compiling the model 02:25:32 Preparing Callbacks for training 02:30:08 Tasks for you to get chance to earn the certificate for this project ------------------------------------------------------------------------------------------------- We are Spartificial, an AI and Space Research company where we majorly focus on project-based learning. We are currently working on deploying different cutting-edge technologies like AI and Robotics in Space Exploration, Earth Observation and more. We have a community of AI and Space enthusiasts looking for opportunities in the domain of AI and Space technologies. Follow us to know more: Website: https://www.spartificial.com Instagram:   / spartificial_   Linkedin:   / spar.  . Discord:   / discord   ------------------------------------------------------------------------------------------------------- machine learning for space-tech ai projects artificial intelligence ML projects real world machine learning projects video tutorial machine learning certification project project certificate