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Low Code Machine Learning and Deployment in Python - Hands On MLOps with MLflow PyCaret REST API Docker

Machine Learning model development, optimization, experiment tracking and deployment in Python

Course Description

This course will help anyone, at any level, to build a machine learning model and create a docker container in Python that can be deployed anywhere. Even if you are a complete beginner, you will have success. But if you have already built machine learning models countless times, you can still learn from this course, because your speed will increase if you want to create a baseline model very quickly. This course helps you implement machine learning prototyping as quickly as possible.

What you’ll learn

  • Importance of MLOps, and also discuss the benefits of PyCaret and MLflow
  • Develop machine learning models up to 10 times faster than usual and more reliably with PyCaret
  • How to save the results and artifacts of machine learning model training experiments very simply, and how to view them later on a web user interface
  • Deploy machine learning models up to 10 times faster and more reliably, create a REST API, Docker image with a few lines of code, test our created web service

This course will help anyone, at any level, to build a machine learning model and create a docker container in Python that can be deployed anywhere. Even if you are a complete beginner, you will have success. But if you have already built machine learning models countless times, you can still learn from this course, because your speed will increase if you want to create a baseline model very quickly. This course helps you implement machine learning prototyping as quickly as possible.

Who this course is for:

  • Curious anybody about Machine Learning and/or MLOps
  • Beginner/medior/senior Machine learning engineer
  • Beginner/medior/senior Data scientist/Data Analyst
  • Beginner/medior/senior Python developer
  • Beginner/medior/senior DevOps engineer
  • Beginner/medior/senior MLOps engineer
  • Beginner/medior/senior Manager who want to see a productive way of machine learning development and deployment

Goals

  • Learn how to preprocess data much faster than usual in Python

  • Learn how to train even more than 10 different machine learning models together and compare them in Python

  • Learn how to optimize your machine learning models with the help of different optimization packages from PyCaret with one line of code

  • Learn how to track your machine learning model-building experiments. Save the results and artifacts (models, environment settings, etc.) of each experiment.

  • Learn how to deploy your machine learning model with one line of code. You will be able to create REST API and Docker containers for your machine-learning model. So your machine-learning model will be able to communicate with any programming language. So your model will get the inference (never seen data) and provide the predictions for them. And your application can be installed anywhere (cloud or on-premise).

Prerequisites

  • Very basic Python experience
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Curriculum

  • Intro video
    01:34
    Preview
  • About the Course
    00:54
    Preview
  • About the Instructor
    01:40
    Preview
  • Introduction to MLOps
    05:57
    Preview
  • Introduction to PyCaret
    03:06
  • Introduction to MLflow
    02:16
  • About the Dataset
    01:47
  • Data Preprocessing with PyCaret
    12:39
  • PyCaret Setup Function Cheat Sheet and Documentation
    05:54
  • Train and Evaluate Your Machine Learning Model
    03:12
  • Optimize Your Machine Learning Model
    07:52
  • Track and Trace your Machine Learning Model with MLflow
    05:26
  • Deploy Your ML Model, Create a REST API and Test That
    09:26
  • Create a Docker Container for Your REST API
    05:54
  • Congratulations
    00:15
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Low Code Machine Learning and Deployment in Python - Hands On MLOps with MLflow PyCaret REST API Docker
This Course Includes
  • 1 hours
  • 15 Lectures
  • 14 Resources
  • Completion Certificate Sample Certificate
  • Lifetime Access Yes
  • Language English
  • 30-Days Money Back Guarantee

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