YoVDO

TensorFlow Extended

Offered By: TensorFlow via YouTube

Tags

TensorFlow Courses MLOps Courses

Course Description

Overview

In this course, you will learn about TensorFlow Extended (TFX). You will learn about ML engineering for production ML deployments with TFX, how TFX pipelines work, why we need metadata, distributed processing and components, model understanding and business reality, production ML pipelines with TensorFlow, Keynote, machine learning fairness, taking machine learning from research to production, data validation for machine learning, the production machine learning journey, Machine Learning Engineering for Production MLOps, and much more.


Syllabus

ML engineering for production ML deployments with TFX (TensorFlow Fall 2020 Updates).
What exactly is this TFX thing? (TensorFlow Extended).
How do TFX pipelines work? (TensorFlow Extended).
Why do I need metadata? (TensorFlow Extended).
Distributed Processing and Components (TensorFlow Extended).
Model Understanding and Business Reality (TensorFlow Extended).
TFX: Production ML pipelines with TensorFlow (TF World '19).
Day 2 Keynote (TF World '19).
Machine Learning Fairness: Lessons Learned (Google I/O'19).
TensorFlow Extended (TFX) Overview and Pre-training Workflow (TF Dev Summit '19).
TensorFlow Extended (TFX) Post-training Workflow (TF Dev Summit '19).
TensorFlow Extended (TFX): Machine Learning Pipelines and Model Understanding (Google I/O'19).
TFX: Production ML with TensorFlow in 2020 (TF Dev Summit '20).
Taking Machine Learning from Research to Production • Robert Crowe • GOTO 2019.
SysML 19: Martin Zinkevich, Data Validation for Machine Learning.
Continuous retraining with TFX and Beam.
ML Summit: Predict | ML Engineering for Production ML Deployments.
From Experimentation to Products: The Production Machine Learning Journey • Robert Crowe • GOTO 2021.
Machine Learning Engineering for Production (MLOps).


Taught by

TensorFlow

Related Courses

Machine Learning Operations (MLOps): Getting Started
Google Cloud via Coursera
Проектирование и реализация систем машинного обучения
Higher School of Economics via Coursera
Demystifying Machine Learning Operations (MLOps)
Pluralsight
Machine Learning Engineer with Microsoft Azure
Microsoft via Udacity
Machine Learning Engineering for Production (MLOps)
DeepLearning.AI via Coursera