Ultimate Guide to AI Infrastructure

Learn about AI infrastructure, landscape, and ecosystem.

With hundreds of AI/ML infrastructure tools on the market, how do you make sense of it all? Which parts of the stack are mature? How do you know where to invest your precious time and resources to get the best results for your rapidly growing team of data engineers and data scientists?
At the AI Infrastructure Alliance, a non-profit organization dedicated to research and education, we recently delivered the most comprehensive report on the entire AI infrastructure ecosystem to help answer these very questions. We went way beyond marketing and dug deep into documentation, demos, and examples to understand the real capabilities of everything from orchestrators and pipelines to training, deployment, monitoring, security, and management platforms.
In this talk we deliver the essential insights from our research, giving technical execs and architects the keys they need to build or expand their infrastructure by providing a comprehensive and clear overview of the entire AI/ML infrastructure landscape.

Table of Contents:
0:00 – Introduction
0:15 – AI infrastructure ecosystem of 2022
2:47 – Choosing the right architecture
10:32 – Two types of orchestration
14:36 – Current trends
18:59 – Deployment and serving
20:04 – AI supervision
27:53 – Data versioning, lineage, metadata
39:45 – Synthetic data
49:48 – Q/A

--

AI Infrastructure Ecosystem of 2022 Report: https://ai-infrastructure.org/ai-infrastructure-ecosystem-report-of-2022/

For more captivating community talks featuring renowned speakers, check out this playlist: https://youtube.com/playlist?list=PL8eNk_zTBST-EBv2LDSW9Wx_V4Gy5OPFT

--

At Data Science Dojo, we believe data science is for everyone. Our data science trainings have been attended by more than 10,000 employees from over 2,500 companies globally, including many leaders in tech like Microsoft, Google, and Facebook. For more information please visit: https://hubs.la/Q01Z-13k0

💼 Learn to build LLM-powered apps in just 40 hours with our Large Language Models bootcamp: https://hubs.la/Q01ZZGL-0

💼 Get started in the world of data with our top-rated data science bootcamp: https://hubs.la/Q01ZZDpt0

💼 Master Python for data science, analytics, machine learning, and data engineering: https://hubs.la/Q01ZZD-s0

💼 Explore, analyze, and visualize your data with Power BI desktop: https://hubs.la/Q01ZZF8B0

--

Unleash your data science potential for FREE! Dive into our tutorials, events & courses today!

📚 Learn the essentials of data science and analytics with our data science tutorials: https://hubs.la/Q01ZZJJK0

📚 Stay ahead of the curve with the latest data science content, subscribe to our newsletter now: https://hubs.la/Q01ZZBy10

📚 Connect with other data scientists and AI professionals at our community events: https://hubs.la/Q01ZZLd80

📚 Checkout our free data science courses: https://hubs.la/Q01ZZMcm0

📚 Get your daily dose of data science with our trending blogs: https://hubs.la/Q01ZZMWl0

--

📱 Social media links

Connect with us: https://www.linkedin.com/company/data-science-dojo

Follow us: https://twitter.com/DataScienceDojo

Keep up with us: https://www.instagram.com/data_science_dojo/

Like us: https://www.facebook.com/datasciencedojo

Find us: https://www.threads.net/@data_science_dojo

--

Also, join our communities:

LinkedIn: https://www.linkedin.com/groups/13601597/

Twitter: https://twitter.com/i/communities/1677363761399865344

Facebook: https://www.facebook.com/groups/AIandMachineLearningforEveryone/

Vimeo: https://vimeo.com/datasciencedojo

Discord: https://discord.com/invite/tj8ken4Err

_

Want to share your data science knowledge? Boost your profile and share your knowledge with our community: https://hubs.la/Q01ZZNCn0


#aiinfrastructure #machinelearning #ml #ai

#ai infrastructure #ai #artificial intelligence #ml #machine learning #deployment #monitoring #orchestration #data science #data scientist #artificial intelligence tutorial #Data versioning #lineage #metadata #Synthetic data #AI supervision