I need 4 PPTs( PowerPointPresentations) for 4 topics in machine learning. It should be very high quality . You can get information and ideas from internet or any other resources. But make sure that...



I need 4 PPTs( PowerPointPresentations) for 4 topics in machine learning. It should be very high quality . You can get information and ideas from internet or any other resources. But make sure that they are from multiple sources and cite them in last page for reference if needed. Target audience is junior data scientists and Final year students.





1st PPT and 2nd are Interlinked. Arrange topics in the right order in terms of learning ( Ex : Topic X is necessary for topic Y .Therefore topic X should be there first). Flow of information should be smooth and it should be self explanatory.




Day 1 PPT - Data Preprocessing Part 1 ,


Topics : Introduction and kickoff ( be creative :Talking about transaction fraud , Types, issues in currant times etc ) , Scaling, Standardization , Normalization


Day 2 PPT - Data Preprocessing Part 2 ,


Topics : Imbalanced dataset,/Class Distribution Bias, Distribution Bias & Performance Evaluation





Day 3 PPT - Topics :


Autoencoders , (VAE ) Variational Autoencoders and relevant recent topics




Day 4 PPT -
Topics :



GANs , GANs for Anomaly Detection





CHECKLIST




1) Also it should be up to date as of 2022. Latest hot topics must be included.




2) Theme for all 4 PPTs is " Transaction fraud/Fraud Detection " Use case.




First fundamental and general conceptual explanation must be there. Idea is that students understand the basics first and then it's application in banking ( fraud detection -Transaction fraud - Anomaly Detection ). How to leverage it to solve Transaction fraud and anomaly detection ?? That should be the there with practical examples. Lastly Pros and cons for each .




Therefore following structure MUST be followed.


Foundational concept + ( How to ) with Practical Application and examples/scenarios + Pros and Cons ( For topics and techniques )





3 ) All the information in the PPTs should be in right order ( ex :Topic X is required first in order to learn topic Y ) and should flow smoothly . It must be self explanatory . Please add at least 50 pages/slides or more in each PPT ( PowerPointPresentation).





// This is the part of an assignment. I am doing masters in data science and machine learning. for personal reasons I can not complete it in time. Help me get the best grades//

Oct 19, 2022
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