Sunspots Prediction using Machine Learning || Certified Academic Projects

If sunspots are active, more solar flares will result creating an increase in geomagnetic storm activity for Earth. Therefore, during sunspot maximums, the Earth will see an increase in the Northern and Southern Lights and a possible disruption in radio transmissions and power grids. The storms can even change polarity in satellites which can damage sophisticated electronics. Therefore, scientists will often times preposition satellites to a different orientation to protect them from increased solar radiation when a strong solar flare or coronal mass ejection has occurred.

This project is now offering Udemy Official Certificate: https://www.udemy.com/course/project-...

#machinelearning #mlprojects #space #deeplearning #sunspots

You can submit the tasks given 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 Repo: 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.


TIMESTAMPS

00:00:06 - Introduction and Workflow of the Project
00:01:33 - Understanding more about Sunspots
00:03:22 - Some cool experiments for you to try
00:04:29 - Getting dataset from Kaggle to Notebook
00:06:50 - Analyzing the Data
00:21:29 - Introducing Sequence Models for Time Series Data
00:33:01 - Point to point explanation of LSTM
00:39:28 - Turn on GPU for training the model for this Project
00:41:10 - Manipulating the dataset the way our model will understand
00:56:16 - Generating data for training and validation
00:58:20 - Setting parameters for training
01:04:46 - Hubber Loss
01:06:51 - Building the model and finding the Optimal Learning Rate
01:16:47 - Using Optimal Learning Rate to train the Model
01:24:48 - Sunspot Forecasting using a function created earlier
01:34:37 - Tasks for you
01:37:07 - How to submit your solution notebook
01:38:37 - Ending Remarks

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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.


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Website: https://www.spartificial.com
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