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Skills learned in each project
AWS Machine Learning Fundamentals
Predict Bike Sharing Demand with AutoGloun
Model development workflow,
Model training, testing, validation, EDA, AutoGloun framework, SageMaker studio
Developing hand written digits classifier with PyTorch
Deep learning essentials, Feed forward/backward, perceptrons (multiplayer), gradient descent, logistic regression, ML fine tuning parameters, Pytorch
Landmark classification and tagging for social media
CNN fundamentals, transfer learning, auto encoders, object detection, object segmentation
Build a ML workflow for scones unlimited on AWS Sagemaker
SageMaker studio, lambda and step function workflow, cloud gateway, AWS