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Automated Machine Learning Hands on AutoML for beginners

Lee Ebooks & Tutorials 17 Sep 2021, 03:27 0
Automated Machine Learning Hands on AutoML for beginners
MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch
Genre: eLearning | Language: English + srt | Duration: 15 lectures (2h 26m) | Size: 791.8 MB

Will Automated Machine Learning replace Datascientists


How to use AutoML in python AutoML in practise What is Automated Machine Learning

A hands on overview of free python automl packages and how to use them

What is automl

How to use automl in python

Automated machine learning in practise

We only use free AutoML libraries

Python knowledge is helpful - this is not a "learning python" class

AutoML requires us to write some python code but not a lot

What is Automated Machine Learning (AutoML)

How to use AutoML in python

What AutoML options are available and free to use

If you are a bner and want answers to those questions and try AutoML yourself then this course is for you.

Here we go through various AutomatedMachine Learning (and Deep Learning) frameworks which are currently available (not an extensive list of course there are many more).

The main goal is to get an overview of what AutoML is and how to use it in python. We focus on free AutoML libraries instead of commercial ones so that you can follow along and try them yourself. The course has demo datasets for regression as well as a classification task so we see both supervised learning tasks for each AutoML libary we are going to cover.

Feel free to try out Automated Machine Learning with your own data as well

For this course you should have used Python before (Even AutoML requires us to write a tiny little bit of code)

Please also understand what this course is not

This course does not offer:

A basic introduction to what is ML/DL or an introduction to python

An in-depth theoretic dive into each hyperparameter which can be adjusted / tuned

An all-in-one solution for every project you want to take in the future

This course does offer:

hands on code examples on how to apply those libraries on demo datasets

Specific relevant information for each library you need to be aware of when you use it

Helpful tools for any data scientist of business person who wants to reduce redundant and repetitive tasks and free some to focus on the main steps in the data science life cyclle

You want to get an overview over automl

You want to use automl for free

hands on code example on how to apply those libraries on demo datasets

This course is NOT A basic introduction to what is ML/DL or an introduction to python

This course is NOT a data science theory course

This course is NOT an in-depth dive into each hyperparameter which can be adjusted / tuned






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