YoVDO

Engineering Cloud Native AI Platform

Offered By: Platform Engineering via YouTube

Tags

MLOps Courses Machine Learning Courses Kubernetes Courses Scalability Courses Kubeflow Courses KServe Courses

Course Description

Overview

Save Big on Coursera Plus. 7,000+ courses at $160 off. Limited Time Only!
Explore best practices and challenges in building large-scale, efficient, and reliable AI/ML platforms using cloud-native technologies in this 13-minute conference talk. Delve into the complexities of designing data science and ML applications amidst the diverse landscape of ML frameworks, hardware accelerators, and cloud vendors. Learn about the intricacies of creating inference systems for models of varying sizes, including Large Language Models (LLMs). Gain insights into leveraging cloud-native technologies such as Kubernetes, Kubeflow, and KServe to construct robust AI/ML platforms. Examine a reference platform dedicated to modern cloud-native AI infrastructure, providing valuable knowledge for engineers and data scientists working on cutting-edge AI projects.

Syllabus

Engineering Cloud Native AI Platform - Yuan Tang | PlatformCon 2024


Taught by

Platform Engineering

Related Courses

Building End-to-end Machine Learning Workflows with Kubeflow
Pluralsight
Smart Analytics, Machine Learning, and AI on GCP
Pluralsight
Leveraging Cloud-Based Machine Learning on Google Cloud Platform: Real World Applications
LinkedIn Learning
Distributed TensorFlow - TensorFlow at O'Reilly AI Conference, San Francisco '18
TensorFlow via YouTube
KFServing - Model Monitoring with Apache Spark and Feature Store
Databricks via YouTube