Ultimate Guide to AI Infrastructure | Community Webinar

Data Science Dojo · Beginner ·🧠 Large Language Models ·3y ago
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
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1 Feature Engineering and Predictive Modeling | Data Analytics with R and Azure ML | Community Webinar
Feature Engineering and Predictive Modeling | Data Analytics with R and Azure ML | Community Webinar
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 2 Data Exploration and Visualization | Beginning Azure ML | Part 3
Data Exploration and Visualization | Beginning Azure ML | Part 3
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 3 Reading External Data Sources | Beginning Azure ML | Part 2
Reading External Data Sources | Beginning Azure ML | Part 2
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 4 Importing Data, Accessing, & Creating a New Experiment | Beginning Azure ML | Part 1
Importing Data, Accessing, & Creating a New Experiment | Beginning Azure ML | Part 1
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 5 Casting Columns & Renaming Columns | Beginning Azure ML | Part 4
Casting Columns & Renaming Columns | Beginning Azure ML | Part 4
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 6 Scrub Missing Values & Project Columns | Beginning Azure ML | Part 5
Scrub Missing Values & Project Columns | Beginning Azure ML | Part 5
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 7 Feature Engineering & R Script | Beginning Azure ML | Part 6
Feature Engineering & R Script | Beginning Azure ML | Part 6
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 8 Building Your First Model | Beginning Azure ML | Part 7
Building Your First Model | Beginning Azure ML | Part 7
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 9 Run and Fine-Tune Multiple Models | Beginning Azure ML | Part 8
Run and Fine-Tune Multiple Models | Beginning Azure ML | Part 8
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 10 Deploying Your First Predictive Model As a Web Service | Beginning Azure ML | Part 9
Deploying Your First Predictive Model As a Web Service | Beginning Azure ML | Part 9
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 11 Using R API to Obtain Predictions From Your Web Service Beginning Azure ML | Part 10
Using R API to Obtain Predictions From Your Web Service Beginning Azure ML | Part 10
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 12 Using Python API to Obtain Predictions From Your Web Service | Beginning Azure ML | Part 11
Using Python API to Obtain Predictions From Your Web Service | Beginning Azure ML | Part 11
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 13 Twitter Sentiment Analysis | Natural Language Processing | Community Webinar
Twitter Sentiment Analysis | Natural Language Processing | Community Webinar
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 14 Listening to the Melody of the Universe (LIGO Gravitational Waves Presentation) | Community Webinar
Listening to the Melody of the Universe (LIGO Gravitational Waves Presentation) | Community Webinar
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 15 David Wechsler on the Impact of Data Science Bootcamp
David Wechsler on the Impact of Data Science Bootcamp
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 16 Andrew Choi on the Impact of Data Science Bootcamp
Andrew Choi on the Impact of Data Science Bootcamp
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 17 Microsoft's Software Engineer Shares Her Experience with Data Science Bootcamp
Microsoft's Software Engineer Shares Her Experience with Data Science Bootcamp
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 18 Michael DAndrea on the Impact of Data Science Bootcamp
Michael DAndrea on the Impact of Data Science Bootcamp
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 19 Data Driven Decision-Making with Data Science Bootcamp: Artem Kopelev's Revelation
Data Driven Decision-Making with Data Science Bootcamp: Artem Kopelev's Revelation
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 20 Learn the Fundamentals of Data Science: Srinivas Rao's Experience with Data Science Bootcamp
Learn the Fundamentals of Data Science: Srinivas Rao's Experience with Data Science Bootcamp
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 21 Re-Learning Data Science with Data Science Bootcamp: Analyst's Revelation
Re-Learning Data Science with Data Science Bootcamp: Analyst's Revelation
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 22 Scale R to Big Data with Hadoop & Spark | Community Webinar
Scale R to Big Data with Hadoop & Spark | Community Webinar
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 23 Enhancing Skills with Data Science Bootcamp: Sharon Lane-Getaz's Revelation
Enhancing Skills with Data Science Bootcamp: Sharon Lane-Getaz's Revelation
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 24 Ryan DeMartino on the Impact of Data Science Bootcamp
Ryan DeMartino on the Impact of Data Science Bootcamp
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 25 Software Engineer at Microsoft Reveals About His Experience with Data Science Bootcamp
Software Engineer at Microsoft Reveals About His Experience with Data Science Bootcamp
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 26 Wade Wimer on the Impact of Data Science Bootcamp
Wade Wimer on the Impact of Data Science Bootcamp
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 27 Analyzing Data with Data Science Bootcamp: Hannah Richta's Revelation
Analyzing Data with Data Science Bootcamp: Hannah Richta's Revelation
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 28 Applying Data Science Skills to The Current Role with Bootcamp: Marcos Lacayo's Revelation
Applying Data Science Skills to The Current Role with Bootcamp: Marcos Lacayo's Revelation
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 29 Lance Milner on the Impact of Data Science Bootcamp
Lance Milner on the Impact of Data Science Bootcamp
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 30 Deloitte's Data Scientist Revelation: Learning Predictive Analytics with Data Science Bootcamp
Deloitte's Data Scientist Revelation: Learning Predictive Analytics with Data Science Bootcamp
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 31 Rajesh Patil's Experience at Data Science Bootcamp As an Enterprise Architect
Rajesh Patil's Experience at Data Science Bootcamp As an Enterprise Architect
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 32 Michael Atlin on the Impact of Data Science Bootcamp
Michael Atlin on the Impact of Data Science Bootcamp
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 33 Amina Tariq's In-Person Experience at Data Science Bootcamp
Amina Tariq's In-Person Experience at Data Science Bootcamp
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 34 Ceo's Revelation about Data Science Bootcamp
Ceo's Revelation about Data Science Bootcamp
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 35 Stephen Miller Describes His Experience at Data Science Dojo's Bootcamp
Stephen Miller Describes His Experience at Data Science Dojo's Bootcamp
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 36 Kevin Hillaker on the Impact of Data Science Bootcamp
Kevin Hillaker on the Impact of Data Science Bootcamp
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 37 Marko Topalovic's Experience with Data Science Bootcamp
Marko Topalovic's Experience with Data Science Bootcamp
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 38 Text Analytics With Python, Cognitive Services & PowerBI | Data Analytics | Community Webinar
Text Analytics With Python, Cognitive Services & PowerBI | Data Analytics | Community Webinar
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 39 Unisys Manager's Revelation: Visualizing Real Time Data with Data Science Bootcamp
Unisys Manager's Revelation: Visualizing Real Time Data with Data Science Bootcamp
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 40 Learn Data Mining with Data Science Bootcamp: Ryan LaBrie's Revelation
Learn Data Mining with Data Science Bootcamp: Ryan LaBrie's Revelation
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 41 Vang Xiong on the Impact of Data Science Bootcamp
Vang Xiong on the Impact of Data Science Bootcamp
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 42 Data Scientist's Experience at Our Data Science Bootcamp
Data Scientist's Experience at Our Data Science Bootcamp
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 43 Alejandro Wolf Yadlin on the Impact of Data Science Bootcamp
Alejandro Wolf Yadlin on the Impact of Data Science Bootcamp
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 44 Introduction To Titanic Kaggle Competition | Part 1
Introduction To Titanic Kaggle Competition | Part 1
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 45 Learning How to Code in R with Data Science Bootcamp: Priscilla Mannuel's Revelation
Learning How to Code in R with Data Science Bootcamp: Priscilla Mannuel's Revelation
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 46 Andrew Berman On Why Data Science Bootcamp Is Better Fit for Him
Andrew Berman On Why Data Science Bootcamp Is Better Fit for Him
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 47 How To Do Titanic Kaggle Competition in R | Part 3.1
How To Do Titanic Kaggle Competition in R | Part 3.1
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 48 How to do the Titanic Kaggle competition in R | Part 3.1
How to do the Titanic Kaggle competition in R | Part 3.1
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 49 Delve Deeper into Data Science with Data Science Bootcamp
Delve Deeper into Data Science with Data Science Bootcamp
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 50 Bank of America Data Scientist Reveals His Experience of Data Science Bootcamp
Bank of America Data Scientist Reveals His Experience of Data Science Bootcamp
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 51 Shaena Montanari on the Impact of Data Science Bootcamp
Shaena Montanari on the Impact of Data Science Bootcamp
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 52 Types of Sampling | Introduction to Data Mining | Part 12
Types of Sampling | Introduction to Data Mining | Part 12
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 53 Sampling for Data Selection | Introduction to Data Mining | Part 11
Sampling for Data Selection | Introduction to Data Mining | Part 11
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 54 Data Aggregation | Introduction to Data Mining | Part 10
Data Aggregation | Introduction to Data Mining | Part 10
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 55 Data Cleaning | Introduction to Data Mining | Part 9
Data Cleaning | Introduction to Data Mining | Part 9
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 56 Missing & Duplicated Data | Introduction to Data Mining | Part 8
Missing & Duplicated Data | Introduction to Data Mining | Part 8
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 57 Data Noise | Introduction to Data Mining | Part 7
Data Noise | Introduction to Data Mining | Part 7
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 58 Graph and Ordered Data | Introduction to Data Mining | Part 5
Graph and Ordered Data | Introduction to Data Mining | Part 5
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 59 Document Data & Transaction Data | Introduction to Data Mining | Part 4
Document Data & Transaction Data | Introduction to Data Mining | Part 4
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 60 Data Quality | Introduction to Data Mining | Part 6
Data Quality | Introduction to Data Mining | Part 6
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Chapters (10)

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
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