52 weeks AWS: EP 26 ml cert sagemaker pipelines part1

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United States Pragmatic AI Labs
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17,700
Published on ● Video Link: https://www.youtube.com/watch?v=ZiuCEOpPSzs


Duration: 27:36
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1

Sagemaker pipelines and the AWS ML Certification
00:00 Intro
03:00 Define business objectives
05:00 Problem framing
07:20 Problem formulation
11:10 What data do you need?
12:37 Observations
14:15 Storing data in AWS
16:21 ETL
17:41 Securing data
19:19 Loading data into pandas
20:18 Descriptive statistics
23:25 Feature selection and extraction
24:40 Encoding ordinal data
25:48 Cleaning data
26:39 Missing values

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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/

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