Python Programming for MLOps – AIOps – DevOps

سرفصل های دوره

Optimize MLOps, AIOps, and DevOps Workflows with Python

1. Introduction to the Course

1. Welcome to the Course

2. What makes this course Unique

3.1 Source code and Slides.html

3. Source code access.html

2. Python Essentials for DevOps - MLOps - AIOps

1. Introduction to the Python

2. Introduction to Python.html

3. Installing and Running Python

4. Variables and Data Types in Python

5. Variables in Python.html

6. Jupyter Lab Interface Quick Tour

7. Varaibles and Data Types - Hands On

8. Variables in Python Quiz.html

9. Comments in Python Programming Language

10. Comments in Python.html

11. Operators in Python Programming

12. Operators in Python - Hands On

13. Operators in Python.html

14. Built-in Functions in Python Programming

15. Built-in Functions in Python Programming - Hands On

16. Built-in Functions in Python Programming - Part 2 - Hands On

17. Sequences in Python

18. Hands On Python Strings - Sequence Operations

19. Hands On Python List - Sequence Operations

20. Hands On Python Tuple - Sequence Operations

21. Hands On Python Dictionary - Sequence Operations

22. Hands On Python Sets - Sequence Operations

23. Hands On Python Range - Sequence Operations

24. Execution Control in Python

25. Hands On Conditional Statements in Python

26. Hands On For - Control Statements in Python

27. Hands On While - Control Statements in Python

28. Hands On Loop Control Statements in Python Programming

29. Exception Handling in Python

30. String Formatting in Python

31. String Formatting - Hands On

32. User Defined Functions in Python

33. User Defined Functions & Scope of Variables Hands On

34. Anonymous Functions - Lambda

35. Advanced Functions - map, filter, list & dict comprehension

36. Modules in Python

37. Mudules in Python - Hands On

38. Regular Expressions

39. Regular Expressions Hands On

40. Introduction to Object Oriented Python

41. Hands On - Classes and Objects

42. Object Oriented Concepts in Python

43. Section Summary

44. Object Oriented Concepts - Hands On

3. Python File Automation - working with Files and Filesystem

1. Introduction to Python File Automation

2. Working with Files and Directory

3. Working with Text files

4. Working with Binary Files

5. Working with Common File formats in DevOps - MLOps AIOps Projects

6. Working with Common File formats in DevOps - MLOps AIOps Projects - Part 2

7. Strategies for working with Large Files

8. Encryption and Cryptography using Python

9. Working with Directories in Python - os, shutil, pathlib

10. Examples from MLOps

4. Command Line Automation - DevOps - MLOps - AIOps

1. Introduction to Working with Command Lines

2. Working with sys module - Hands On

3. Working with os module

4. Working with subprocess module

5. Working with Command Line tools

6. sys.argv - command line inputs

7. Argparse - Parsing Command Line inputs

8. Function Decorators

9. Parsing the Command line using Click

10. Creating a More Complex CLI using Click

11. Working with fire package

5. Linux Utilities with Python

1. Introduction to Python Fabric Library

2. Hands On Python Fabric

3. Monitor the System with psutil

4. Hands On psutil

6. Python Package Management

1. Introduction to Python Package Management

2. Hands on Package Management with Python

3. Hands On MLOps Package to pypi

7. Docker for DevOps - MLOps - AIOps

1. Introduction to DevOps

2. Introduction to Docker

3. Docker Installation

4. Docker Hands On

8. Github Actions for Python Projects

1. Introduction to GitHub Actions

2. Quick Demo on github actions YAML file

3. Understanding github Actions YAML file

4. Create github Actions from Scratch

5. Configure Workflow based on use case

9. Getting Started with AWS - Prep work for CI CD Pipeline - Python Projects

1. Agenda of the Section

2. Create AWS Account

3. Setting up MFA on Root Account

4. Create IAM Account and Account Alias

5. Setup CLI with Credentials

6. IAM Policy

7. IAM Policy generator & attachment

8. Delete the IAM User

9. S3 Bucket and Storage Classes

10. Creation of S3 Bucket from Console

11. Creation of S3 Bucket from CLI

12. Version Enablement in S3

13. Introduction EC2 instances

14. Launch EC2 instance & SSH into EC2 Instances

15. Clean Up Activity

10. CI CD Pipeline with Github Actions - AWS EC2 Instances

1. Agenda of the Section

2. Exploring the files of CI CD Python

3. Pre-requisite setup for ci cd pipeline

4. Test the CI CD with AWS

11. Pytest for MLOps - AIOps

1. Introduction to Pytest

2. pytest Hands on

3. pytest fixtures

12. Infrastructure Automation using Python

1. Introduction to IAAC

2. Introducing Pulumi

3. Getting System rReady

4. Pulumi Hands On

5. Pulumi with Advanced Use case - EC2 with Security Group

13. Python for MLOps - AIOps

1. Introducing MLOps

2. Hands On Demo MLOps

3. Testing the MLOps

14. Monitoring and Logging with Python

1. Introduction to Continuous Monitoring

2. Use case on Continuous Monitoring

3. Introduction to Prometheus

4. Architecture of Prometheus

5. Metric Types of Prometheus

6. Installation of Prometheus

7. Introduction to Grafana

8. Installation of Grafana

9. Prometheus Configuration file

10. Exploring the Basic Querying Prometheus

11. Monitor the Infrastructure with Prometheus

12. Monitor the Linux Server with Node Exporter

13. Monitor the Client Application using Prometheus

14. Monitor the FastAPI Application using Prometheus

15. Monitor All EndPoints using Prometheus

16. Create Visualization with Grafana

17. Trigger Alerts with Grafana

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تولید کننده: Udemy