52 Weeks of AWS Episode 25: AWS ML Cert-Sagemaker pipelines Part 2

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United States Pragmatic AI Labs
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Published on ● Video Link: https://www.youtube.com/watch?v=OIk1mF28OBs


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Duration: 34:55
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Learn to pass the AWS ML Certification with a deep dive into Part 2 of the Sagemaker Pipelines material.
00:00 Intro
02:39 Drop missing values
04:46 Outliers
06:57 Feature selection
10:55 File formats for machine learning
13:46 K-fold cross validation
15:55 Training models with Amazong SageMaker
17:33 XGBoost
19:29 Is your model ready to deploy?
22:05 Creating an endpoint
23:26 Machine learning pipeline
25:30 Confusion matrix
27:27 Sensitivity
29:02 Classification report: ROC graph
30:51 Hyperparameter categories
32:06 Sagemaker hyperparameter tuning

If you enjoyed this video, here are additional resources to look at:

Coursera + Duke Specialization: Building Cloud Computing Solutions at Scale Specialization: https://www.coursera.org/specializations/building-cloud-computing-solutions-at-scale

Python, Bash, and SQL Essentials for Data Engineering Specialization: https://www.coursera.org/specializations/python-bash-sql-data-engineering-duke

AWS Certified Solutions Architect - Professional (SAP-C01) Cert Prep: 1 Design for Organizational Complexity:
https://www.linkedin.com/learning/aws-certified-solutions-architect-professional-sap-c01-cert-prep-1-design-for-organizational-complexity/design-for-organizational-complexity?autoplay=true

O'Reilly Book: Practical MLOps: https://www.amazon.com/Practical-MLOps-Operationalizing-Machine-Learning/dp/1098103017

O'Reilly Book: Python for DevOps: https://www.amazon.com/gp/product/B082P97LDW/

Pragmatic AI: An Introduction to Cloud-based Machine Learning: https://www.amazon.com/gp/product/B07FB8F8QP/

Pragmatic AI Labs Book: Python Command-Line Tools: https://www.amazon.com/gp/product/B0855FSFYZ

Pragmatic AI Labs Book: Cloud Computing for Data Analysis: https://www.amazon.com/gp/product/B0992BN7W8

Pragmatic AI Book: Minimal Python: https://www.amazon.com/gp/product/B0855NSRR7

Pragmatic AI Book: Testing in Python: https://www.amazon.com/gp/product/B0855NSRR7

Subscribe to Pragmatic AI Labs YouTube Channel: https://www.youtube.com/channel/UCNDfiL0D1LUeKWAkRE1xO5Q

Subscribe to 52 Weeks of AWS Podcast: https://52-weeks-of-cloud.simplecast.com

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View content on Pragmatic AI Labs Website: https://paiml.com/



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