GDG Perth Meetup 2021 Part #01: Productionizing ML with ML Ops and Cloud AI

GDG Perth
Tue, Feb 16, 2021, 8:00 PM (AWST)

7 RSVP'ed

First GDG Perth Meet-Up in 2021 with Kaz Sato, the Staff Developer Advocate, Google Cloud, Google Inc for Machine Learning and AI products, where we will discuss Productionizing ML with ML Ops and Cloud AI.

About this event

Join the first GDG Perth Meetup in 2021 with Kaz Sato.

Kaz is the Staff Developer Advocate, Google Cloud, Google Inc for machine learning and AI products, such as TensorFlow, Cloud AI, and BigQuery. Kaz has been invited as a speaker at major events, including Google Cloud Next, Google I/O, NVIDIA GTC, etc. Also, authoring many GCP blog posts, supporting developer communities for Google Cloud for over 9 years. He is also interested in hardware and IoT and has been hosting FPGA meetups since 2013.

In this meetup, Kaz will talk about Productionizing ML with ML Ops and Cloud AI. This talk is targeted at Data analysts, data scientists, and DevOps engineers (Intermediate level)

Here is the abstract of his talk: 

The hardest part of ML adoption in enterprises is Productinization. As we see in recent discussions around ML Ops, there is a big gap between Data Scientists' PoC code and production ML development and operation with the Ops team. Such as preparing a manageable ML dev environment, building a scalable ML serving infrastructure, setting up an ML pipeline for continuous training, and automated data validation and model validation. This session will learn how to leverage various Google's ML/AI offerings such as TensorFlow Extension (TFX), TensorFlow Enterprise, Cloud AI Platform Notebooks, Training, Prediction, and Pipelines for productionizing your ML service with the ML Ops best practices.


Related video

1. ML Ops Best Practices on Google Cloud at Google Cloud Next SF 2019 (https://www.youtube.com/watch?v=20h_RTHEtZI)
2. What is ML Ops at Google Cloud Next SF 2018


Organizers

  • Eunice Sari

    Eunice Sari

    Customer Experience Insight Pty Ltd

    GDG Organizer

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  • Josh Tedjasaputra

    Josh Tedjasaputra

    Customer Experience Insight Pty Ltd

    Director

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