AWS Certified Machine Learning Specialty MLS-C01 [2024]

January 2023

https://dtn.udemy.com/course/aws-machine-learning-a-complete-guide-with-python 

https://aws.amazon.com/certification/certified-machine-learning-specialty 

https://aws.amazon.com/certification/certified-cloud-practitioner is a good pre-requisite course/certificate. May be cheaper to do this then use the 50% discount to to the AWS ML cert. May work out as $250 instead of $300.

https://aws.amazon.com/training/learning-paths/machine-learning/exam-preparation/ 

Supplementary resources:

• Cloud practitioner Whitepapers - https://aws.amazon.com/whitepapers/ 

  • https://d0.awsstatic.com/whitepapers/aws-overview.pdf

  • https://docs.aws.amazon.com/wellarchitected/latest/framework/welcome.html

  • https://docs.aws.amazon.com/whitepapers/latest/how-aws-pricing-works/abstract-and-introduction.html

  • https://docs.aws.amazon.com/wellarchitected/latest/cost-optimization-pillar/welcome.html?did=wp_card&trk=wp_card

  • https://aws.amazon.com/premiumsupport/plans/ 

• scikit-learn - Introduction to Machine Learning with python. Muller, A. Guido, S.  - https://www.amazon.com/Introduction-Machine-Learning-Python-Scientists/dp/1449369413 

• https://aws.amazon.com/free/machine-learning/?gclid=CjwKCAiA5L2tBhBTEiwAdSxJX6Fb12aUSU-ACHLyrUWUtwFI4ri0Ka0NWOVetzlu0vIQ_DJneEHQ-BoC-W0QAvD_BwE&trk=4500f52f-7f54-4af8-9d4e-dd3751a87211&sc_channel=ps&ef_id=CjwKCAiA5L2tBhBTEiwAdSxJX6Fb12aUSU-ACHLyrUWUtwFI4ri0Ka0NWOVetzlu0vIQ_DJneEHQ-BoC-W0QAvD_BwE:G:s&s_kwcid=AL!4422!3!651751060731!p!!g!!amazon%20web%20services%20machine%20learning!19852662233!145019200497 

https://github.com/ChandraLingam/AmazonSageMakerCourse 

TCO (Total Cost of Owership) - https://www.youtube.com/watch?v=aXMih9jQIec 

Security is job zero (Steve Schmidt, AWS Summit 2016) - https://www.youtube.com/watch?v=T7MnJOfOVcY

Udemy blog on AWS certifications - https://blog.udemy.com/how-become-aws-certified-solutions-architect/ 

Handle Missing Values in Time Series For Beginners - https://www.kaggle.com/code/juejuewang/handle-missing-values-in-time-series-for-beginners/report

Working with missing data - https://pandas.pydata.org/pandas-docs/stable/user_guide/missing_data.html 

Missing values (boolean attr that is set to 1 to indicate if another attribute has missing value - https://docs.aws.amazon.com/machine-learning/latest/dg/data-insights.html?icmpid=docs_machinelearning_console#missing-values  

Setup

Create a sagemaker instance:

• You may be able to explore with https://studiolab.sagemaker.aws/users/raybellwaves (like google colab/microsoft planetary computer

• Log into AWS

• Go to SageMaker

•