This talk explores the practical challenges and solutions of a global car manufacturer's SOC modernization. We'll move beyond theory to examine their use-case driven approach, focusing on Agile Methodology for rapid progress, Threat-Centric Design to guide security, "SOC as Code" for automation, and SOAR Playbooks for incident response. We'll share insights on optimizing log ingestion, building threat profiles, and "shifting left" by integrating security earlier in development. Additionally, we'll discuss organizational restructuring and balancing transformative change with incremental improvements. This session offers valuable lessons for security professionals modernizing their SOC in a large-scale enterprise.

Shift Left with Apache Iceberg Data Products to Power AI | Andrew Madson | Shift Left Data Conference 2025

High-quality, governed, and performant data from the outset is vital for agile, trustworthy enterprise AI systems. Traditional approaches delay addressing data quality and governance, causing inefficiencies and rework. Apache Iceberg, a modern table format for data lakes, empowers organizations to "Shift Left" by integrating data management best practices earlier in the pipeline to enable successful AI systems.

This session covers how Iceberg's schema evolution, time travel, ACID transactions, and Git-like data branching allow teams to validate, version, and optimize data at its source. Attendees will learn to create resilient, reusable data assets, streamline engineering workflows, enforce governance efficiently, and reduce late-stage transformations—accelerating analytics, machine learning, and AI initiatives.

In this podcast episode, we talked with Nemanja Radojkovic about MLOps in Corporations and Startups.

About the Speaker: Nemanja Radojkovic is Senior Machine Learning Engineer at Euroclear.

In this event,we’re diving into the world of MLOps, comparing life in startups versus big corporations. Joining us again is Nemanja, a seasoned machine learning engineer with experience spanning Fortune 500 companies and agile startups. We explore the challenges of scaling MLOps on a shoestring budget, the trade-offs between corporate stability and startup agility, and practical advice for engineers deciding between these two career paths. Whether you’re navigating legacy frameworks or experimenting with cutting-edge tools.

1:00 MLOps in corporations versus startups 6:03 The agility and pace of startups 7:54 MLOps on a shoestring budget 12:54 Cloud solutions for startups 15:06 Challenges of cloud complexity versus on-premise 19:19 Selecting tools and avoiding vendor lock-in 22:22 Choosing between a startup and a corporation 27:30 Flexibility and risks in startups 29:37 Bureaucracy and processes in corporations 33:17 The role of frameworks in corporations 34:32 Advantages of large teams in corporations 40:01 Challenges of technical debt in startups 43:12 Career advice for junior data scientists 44:10 Tools and frameworks for MLOps projects 49:00 Balancing new and old technologies in skill development 55:43 Data engineering challenges and reliability in LLMs 57:09 On-premise vs. cloud solutions in data-sensitive industries 59:29 Alternatives like Dask for distributed systems

🔗 CONNECT WITH NEMANJA LinkedIn -   / radojkovic   Github - https://github.com/baskervilski

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It seems like quite a few data practitioners I talk with are miserable. Forced to deliver things ever faster, there's not enough time to THINK. Instead, the pressure is to deliver "stuff" in two-week sprints. In this episode, I rant about why not everything needs to be a sprint, and why we need to treat Deep Work versus Delivery Work differently.

Design software pioneer Autodesk is transforming computer-aided design (CAD) by harnessing generative AI and Amazon Web Services (AWS). The company is developing advanced AI foundation models, like "Project Bernini," which can generate precise 2D and 3D geometric designs based on physical principles.

By utilizing AWS technologies such as Amazon DynamoDB, Elastic MapReduce (EMR), Amazon SageMaker, and Elastic Fabric Adapter, Autodesk has significantly enhanced its AI development process. These innovations have halved foundation model development time and increased AI productivity by 30%.

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ABOUT AWS Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world’s most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

reInvent2024 #AWSreInvent2024 #AWSEvents

In this keynote, the Rocket Companies CTO highlights how Amazon Web Services (AWS) generative AI, specifically through Amazon Bedrock, is revolutionizing the homeownership process by solving critical industry challenges. By harnessing a massive dataset of over 10 petabytes and developing cutting-edge AI tools like Rocket Assist, the company has automated time-consuming administrative tasks.

This innovation has freed up approximately 800,000 employee hours annually, allowing team members to concentrate on more meaningful client interactions. Through its strategic partnership with AWS, Rocket Companies has democratized AI innovation, empowering employees across the organization to develop custom AI applications and significantly enhance overall productivity.

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ABOUT AWS Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world’s most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

reInvent2024 #AWSreInvent2024 #AWSEvents

The AWS AI and Data Conference 2024 delivered practical insights on Generative AI, Machine Learning, and Data Analytics. Attendees learned how organizations are using these technologies to scale operations and meet customer needs. AWS experts and customers shared real-world applications across industries. The event covered the latest trends and best practices, including hands-on experience with AWS tools like Amazon Bedrock for AI development. Keynote speakers included Eddie Wilson (CEO, Ryanair), Martin Holste (CTO for Cloud and AI, Trellix), Rick Sears (GM, Amazon Athena, EMR, and Lake Formation, AWS), and Barry Morris (GM, Purpose Built Databases, AWS). Whether new to AI or seasoned professionals, participants gained actionable knowledge to drive innovation in their organizations.

Sign up now for the AWS AI an Data Conference 2025 and stay at the forefront of AI and data innovation: https://go.aws/4gNtNa6

Learn more about AWS events: https://go.aws/events

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ABOUT AWS Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world’s most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

AWSEvents #AWSAI #AWSDataConf #GenerativeAI #CloudInnovation #AmazonBedrock #AIforBusiness #DataDriven #MachineLearning #AWSEvents #TechInnovation

Discover how Jabil, a global manufacturing solutions provider, is harnessing the power of generative AI with Amazon Q Business to transform its supply chain operations. This session explores Jabil's rollout of innovative applications, enhancing factory operations and delivering customer insights across the Jabil supply chain. Gain insights into Jabil's strategies for measuring success, including their goal to use generative AI in new revenue streams. Join us to see how Amazon Q Business and AWS services are helping Jabil build an AI-driven supply chain solution, improving decision-making, efficiency, and market intelligence globally.

Learn more: AWS re:Invent: https://go.aws/reinvent. More AWS events: https://go.aws/3kss9CP

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About AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

AWSreInvent #AWSreInvent2024

Explore Snowflake’s core concepts and unique features that differentiates it from industry competitors, such as, Azure Synapse and Google BigQuery. This book provides recipes for architecting and developing modern data pipelines on the Snowflake data platform by employing progressive techniques, agile practices, and repeatable strategies. You’ll walk through step-by-step instructions on ready-to-use recipes covering a wide range of the latest development topics. Then build scalable development pipelines and solve specific scenarios common to all modern data platforms, such as, data masking, object tagging, data monetization, and security best practices. Throughout the book you’ll work with code samples for Amazon Web Services, Microsoft Azure, and Google Cloud Platform. There’s also a chapter devoted to solving machine learning problems with Snowflake. Authors Dillon Dayton and John Eipe are both Snowflake SnowPro Core certified, specializing in data and digital services, and understand the challenges of finding the right solution to complex problems. The recipes in this book are based on real world use cases and examples designed to help you provide quality, performant, and secured data to solve business initiatives. What You’ll Learn Handle structured and un- structured data in Snowflake. Apply best practices and different options for data transformation. Understand data application development. Implement data sharing, data governance and security. Who This book Is For Data engineers, scientists and analysts moving into Snowflake, looking to build data apps. This book expects basic knowledge in Cloud (AWS or Azure or GCP), SQL and Python

Ricardo Guerra, the CIO of Itaú Unibanco, presents to the 2024 AWS Partner Keynote to show how multiple AWS Partners worked with Itaú to support mainframe modernization. Guerra covers Itaú's entire mainframe modernization journey, the partners who were instrumental in making the effort a success, including AWS ProServe, and how the outcomes of the modernization enable Itaú to deliver new and innovative services like Itaú Intelligence to its 70M+ customers.

Learn more about AWS events: https://go.aws/events

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ABOUT AWS Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world’s most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

reInvent2024 #AWSreInvent2024 #AWSEvents

Amazon is using generative AI across all of its businesses to improve productivity and efficiency and to enhance a broad range of customer experiences -- including shopping and selling on Amazon, watching Prime Video, and interacting with Alexa. Amazon CEO Andy Jassy returned to the re:Invent mainstage to explain Amazon’s internal generative AI strategy and how AWS is helping its customers get the most out of the transformative technology.

Learn more: Customer stories: https://go.aws/genaicustomers AWS events: https://go.aws/events

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ABOUT AWS Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world’s most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

generativeAI #AmazonBedrock #AmazonQ #AWSTrainium #AWSInferentia #AI #ML #Amazon #retail #Media #AWS

Paolo Platter, CTO and co-founder of Agile Lab and Witboost, joined Yuliia to share how his 10 years of building custom data solutions for clients led to creating Witboost - a platform that helps big companies manage their data products at scale. One of their customers used Witboost to build over 250 data products in just 18 months, showing how well the platform works at scale. Paolo explained why setting rules for data teams becomes harder as companies grow, and shared how he shifted from saying "yes" to every client request as a consultant to building a product that works for many companies.Paolo Platter - https://www.linkedin.com/in/paoloplatter/

Watch as SAP’s Executive Board and Head of SAP Product Engineering, Muhammad Alam, joins Dr. Ruba Borno, VP Global Specialists and Partners, AWS, on the stage during the 2024 AWS Partner Keynote at re:Invent. The two discuss the recent announcement of GROW with SAP, which will soon be running on AWS Graviton4 infrastructure through SAP HANA Cloud. And Muhammad discusses how SAP is proud to be launch partners for the release of Amazon Nova.

Learn more about AWS events: https://go.aws/events

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ABOUT AWS Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world’s most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

reInvent2024 #AWSreInvent2024 #AWSEvents

Watch Colleen Aubrey, Senior VP of AWS Solutions, talk with Brad Jackson, Cofounder and CEO of Slalom, and Amanda McClerren, Bayer Crop Science CIO as they discuss the change management strategy necessary for empowering developers and engineers. This fireside chat from the 2024 AWS Partner Keynote covers how to successfully incorporate disruptive, game-changing technology like generative AI.

Learn more about AWS events: https://go.aws/events

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ABOUT AWS Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world’s most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

AWSEvents

Watch as Greg Pearson, VP of AWS Global Sales, talks with Tim Frank, Chief Revenue Officer of Ahead, and Yinon Costica, Co-founder and Chief Product Officer of Wiz, about how they worked together to build a security solution for Turnitin, a global company dedicated to ensuring the integrity of education. Kurby Brown Jr., Senior Director of Security and Compliance of Turnitin joins the conversation to explain how the combination of Wiz, Ahead and AWS improves organizations’ cloud security postures. And AWS Marketplace makes procurement efficient.

Learn more about AWS events: https://go.aws/events

Subscribe: More AWS videos: http://bit.ly/2O3zS75 More AWS events videos: http://bit.ly/316g9t4

ABOUT AWS Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world’s most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

AWSEvents

Tom Brown, Cofounder and Chief Compute Officer at Anthropic, takes the stage as the sole customer speaker during Peter DeSantis' Monday Night Live Keynote. Tom discusses how AWS Trainium2 UltraServers enable Anthropic to push the boundary of inference interactiveness and training efficiency for the next SOTA models. He touches on what makes Trainium2 chips unique by delving into NKI (Neuron Kernel Interface) and how building kernels on Trainium2 gives developers full control of the chip (ISA) and the ability to move fast with innovation. Finally, Tom announces that the next generation of their Claude LLM will train using Project Rainier, a new AWS ultracluster of Trainium2 chips.

Learn more about AWS events: https://go.aws/events

Subscribe: More AWS videos: http://bit.ly/2O3zS75 More AWS events videos: http://bit.ly/316g9t4

ABOUT AWS Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world’s most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

reInvent2024 #AWSreInvent2024 #AWSEvents

As enterprises grapple with fast technological change, join this session to learn about the latest product releases with Amazon Q Business. The session dives into the latest features and enhancements of Amazon Q Business, demonstrating how to deploy an Amazon Q Business application that leverages your enterprise content—empowering employees to answer questions, provide summaries, generate content, and securely complete tasks.

Learn more: AWS re:Invent: https://go.aws/reinvent. More AWS events: https://go.aws/3kss9CP

Subscribe: More AWS videos: http://bit.ly/2O3zS75 More AWS events videos: http://bit.ly/316g9t4

About AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

AWSreInvent #AWSreInvent2024

To overcome the performance and scale limitations of relational databases, AWS built Amazon DynamoDB to deliver consistent single-digit millisecond performance at any scale for the most demanding applications on the planet. In this session, learn about the architecture choices for Amazon DynamoDB. Gain a better understanding of when to use DynamoDB and why DynamoDB is used by over one million AWS customers to power hundreds of applications that exceed half a million requests per second. Leave with a new perspective on how to design your own applications.

Learn more: AWS re:Invent: https://go.aws/reinvent. More AWS events: https://go.aws/3kss9CP

Subscribe: More AWS videos: http://bit.ly/2O3zS75 More AWS events videos: http://bit.ly/316g9t4

About AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

AWSreInvent #AWSreInvent2024

Valerie Henderson, President and Chief Revenue Officer of Caylent joins the 2024 AWS Partner Keynote stage to discuss Caylent's journey as an AWS Partner leading to Migration Consulting Partner of the Year for 2024. Valerie covers Caylent's success with the Migration Acceleration Program (MAP) 2.0 and showcases Caylent’s recent growth and successes with customers.

Learn more about AWS events: https://go.aws/events

Subscribe: More AWS videos: http://bit.ly/2O3zS75 More AWS events videos: http://bit.ly/316g9t4

ABOUT AWS Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world’s most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

reInvent2024 #AWSreInvent2024 #AWSEvents

Learn how to build highly scalable, high-performance applications with Amazon ElastiCache Serverless. View how ElastiCache Serverless works behind the scenes and dive deeper into the metrics to help you identify and debug application performance issues. This session will help you to build effective applications using ElastiCache Serverless and to leverage the design of the service to your advantage.

Learn more: AWS re:Invent: https://go.aws/reinvent. More AWS events: https://go.aws/3kss9CP

Subscribe: More AWS videos: http://bit.ly/2O3zS75 More AWS events videos: http://bit.ly/316g9t4

About AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

AWSreInvent #AWSreInvent2024