Machine Learning Made Easy With PyCaret • Moez Ali • GOTO 2022

This presentation was recorded at GOTO Copenhagen 2022. #GOTOcon #GOTOcph http://gotocph.com Moez Ali - Creator of PyCaret @pycaret7041 RESOURCES https://pycaret.org https://github.com/pycaret/pycaret-gotocph https://twitter.com/moezpycaretorg1 https://linkedin.com/in/profile-moez ABSTRACT PyCaret is an open-source, low-code machine learning library in Python that automates machine learning workflows. It is an end-to-end machine learning and model management tool that exponentially speeds up the experiment cycle and makes you more productive. Compared with the other open-source machine learning libraries, PyCaret is an alternate low-code library that can be used to replace hundreds of lines of code with few lines only. This makes experiments exponentially fast and efficient. PyCaret is essentially a Python wrapper around several machine learning libraries and frameworks such as scikit-learn, XGBoost, LightGBM, CatBoost, spaCy, Optuna, Hyperopt, Ray, and a few more. The design and simplicity of PyCaret are inspired by the emerging role of citizen data scientists, a term first used by Gartner. Citizen Data Scientists are power users who can perform both simple and moderately sophisticated analytical tasks that would previously have required more technical expertise. This talk is a practical demo of how you can integrate PyCaret in your machine learning workflows and supercharge your team's performance. [...] TIMECODES 00:00 Intro 02:51 AI & data landscape – 2022 03:37 PyCaret 07:02 Phases of ML 08:47 ML life cycle 11:12 Data prep, model training & selection 11:42 Features 13:07 Use-cases supported in PyCaret 15:02 Integrations 16:51 Demo 43:17 Outro Download slides and read the full abstract here: https://gotocph.com/2022/sessions/2083/machine-learning-made-easy-with-pycaret RECOMMENDED BOOKS Stefan Helzle • Low-Code Application Development with Appian • https://amzn.to/3rAC0Xq Phil Winder • Reinforcement Learning • https://amzn.to/3t1S1VZ Kelleher & Tierney • Data Science (The MIT Press Essential Knowledge series) • https://amzn.to/3AQmIRg Lakshmanan, Robinson & Munn • Machine Learning Design Patterns • https://amzn.to/2ZD7t0x https://twitter.com/GOTOcon https://www.linkedin.com/company/goto- https://www.instagram.com/goto_con https://www.facebook.com/GOTOConferences #PyCaret #MachineLearning #ML #NoCode #LowCode #AI #DataScience #Python #scikitlearn #XGBoost #LightGBM #CatBoost #spaCy #Optuna #Hyperopt #CitizenDataScientist CHANNEL MEMBERSHIP BONUS Join this channel to get early access to videos & other perks: https://www.youtube.com/channel/UCs_tLP3AiwYKwdUHpltJPuA/join Looking for a unique learning experience? Attend the next GOTO conference near you! Get your ticket at https://gotopia.tech Sign up for updates and specials at https://gotopia.tech/newsletter SUBSCRIBE TO OUR CHANNEL - new videos posted almost daily. https://www.youtube.com/user/GotoConferences/?sub_confirmation=1