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Looking to design and build a centralized, scalable Feature Store for your Data Science & Machine Learning teams to take advantage of? Come and learn from experts of Provectus and Amazon Web Services (AWS) how to! Feature Store is a key component of the ML stack and data infrastructure, which enables feature engineering and management. By having a Feature Store, organizations can save massive amounts of resources, innovate faster, and drive ML processes at scale. In this webinar, you will learn how to build a Feature Store with a data mesh pattern and see how to achieve consistency between real-time and training features, to improve reproducibility with time-traveling for data. Agenda - Modern Data Lakes & Modern ML Infrastructure - Existing and Emerging Architectural Shifts - Feature Store: Overview and Reference Architecture - AWS Perspective on Feature Store Intended Audience Technology executives & decision makers, manager-level tech roles, data architects & analysts, data engineers & data scientists, ML practitioners & ML engineers, and developers Presenters - Stepan Pushkarev, Chief Technology Officer, Provectus - Gandhi Raketla, Senior Solutions Architect, AWS - German Osin, Senior Solutions Architect, Provectus Feel free to share this presentation with your colleagues and don't hesitate to reach out to us at info@provectus.com if you have any questions! REQUEST WEBINAR: https://provectus.com/webinar-feature-store-as-data-foundation-for-ml-nov-2020/

Feature Store as a Data Foundation for Machine Learning

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Looking to implement MLOps using AWS services and Kubeflow? Come and learn about machine learning from the experts of Provectus and Amazon Web Services (AWS)! Businesses recognize that machine learning projects are important but go beyond just building and deploying models, which is mostly done by organizations. Successful ML projects entail a complete lifecycle involving ML, DevOps, and data engineering and are built on top of ML infrastructure. AWS and Amazon SageMaker provide a foundation for building infrastructure for machine learning while Kubeflow is a great open source project, which is not given enough credit in the AWS community. In this webinar, we show how to design and build an end-to-end ML infrastructure on AWS. Agenda - Introductions - Case Study: GoCheck Kids - Overview of AWS Infrastructure for Machine Learning - Provectus ML Infrastructure on AWS - Experimentation - MLOps - Feature Store Intended Audience Technology executives & decision makers, manager-level tech roles, data engineers & data scientists, ML practitioners & ML engineers, and developers Presenters - Stepan Pushkarev, Chief Technology Officer, Provectus - Qingwei Li, ML Specialist Solutions Architect, AWS Feel free to share this presentation with your colleagues and don't hesitate to reach out to us at info@provectus.com if you have any questions! REQUEST WEBINAR: https://provectus.com/webinar-mlops-and-reproducible-ml-on-aws-with-kubeflow-and-sagemaker-aug-2020/

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Considering new ways and options for reducing operational costs and scaling flexibility of your Apache Hadoop/Spark? Try migrating to Amazon EMR! On-premises Apache Hadoop/Spark clusters are among the top sources of financial pressure for businesses. IT organizations want to reduce spend while still meeting demand, to keep their legacy data applications up and running. Come and learn from experts at Provectus & AWS how you can use Amazon EMR to start driving cost efficiencies in your organization! Agenda - Hadoop market and cost optimizations using Amazon EMR - Cost related and other challenges of on-prem Hadoop clusters - Cost optimizations by using Amazon EMR and migration best practices Intended audience Technology executives & decision makers, manager-level tech roles, data engineers & data scientists, and developers Presenters - Stepan Pushkarev, Chief Technology Officer, Provectus - Pritpal Sahota, Technical Account Manager, Provectus - Nirav Shah, Senior Solutions Architect, AWS - Perry Peterson, Business Development Manager, AWS Feel free to share this presentation with your colleagues and don't hesitate to reach out to us at info@provectus.com if you have any questions! REQUEST WEBINAR: https://provectus.com/cost-optimization-for-apache-hadoop-spark-workloads-with-amazon-emr-june-2020/

Cost Optimization for Apache Hadoop/Spark Workloads with Amazon EMR

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What's a machine learning workflow? What open source tools can you use to automate ML workflow? Reproducible ML pipelines in research and production with monitoring insights from live inference clusters could enable and accelerate the delivery of AI solutions for enterprises. There is a growing ecosystem of tools that augment researchers and machine learning engineers in their day to day operations. Still, there are big gaps in the machine learning workflow when it comes to training dataset versioning, training performance and metadata tracking, integration testing, inferencing quality monitoring, bias detection, concept drift detection and other aspects that prevent the adoption of AI in organizations of all sizes.

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AWS Dev Day Kyiv 2019 Track: Analytics & Machine Learning Session: "Building a Modern Data platform in the Cloud" Speaker: Alex Casalboni, AWS Technical Evangelist Level: 300 AWS Dev Day is a free, full-day technical event where new developers will learn about some of the hottest topics in cloud computing, and experienced developers can dive deep on newer AWS services. Provectus has organized AWS Dev Day Kyiv in close collaboration with Amazon Web Services: 800+ participants, 18 sessions, 3 tracks, a really AWSome Day!  Now, together with Zeo Alliance, we're building and nurturing AWS User Group Ukraine — join us on Facebook to stay updated about cloud technologies and AWS services: https://www.facebook.com/groups/AWSUserGroupUkraine Video: https://youtu.be/HIDnAG9AxZo

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AWS Dev Day Kyiv 2019 Track: Backend & Architecture Session: "Resiliency and Availability Design Patterns for the Cloud" Speaker: Sebastien Stormacq, AWS Technical Evangelist Level: 400 AWS Dev Day is a free, full-day technical event where new developers will learn about some of the hottest topics in cloud computing, and experienced developers can dive deep on newer AWS services. Provectus has organized AWS Dev Day Kyiv in close collaboration with Amazon Web Services: 800+ participants, 18 sessions, 3 tracks, a really AWSome Day!  Now, together with Zeo Alliance, we're building and nurturing AWS User Group Ukraine — join us on Facebook to stay updated about cloud technologies and AWS services: https://www.facebook.com/groups/AWSUserGroupUkraine Video: https://youtu.be/O8gonQCJawU

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AWS Dev Day Kyiv 2019 Track: Backend & Architecture Session: ""Architecting SaaS solutions on AWS"" Speaker: Oleksandr Mykhalchuk, Director of DevOps & Cloud Services at Softserve Level: 300 Video: https://youtu.be/3lKoe-ts8Qs AWS Dev Day is a free, full-day technical event where new developers will learn about some of the hottest topics in cloud computing, and experienced developers can dive deep on newer AWS services. Provectus has organized AWS Dev Day Kyiv in close collaboration with Amazon Web Services: 800+ participants, 18 sessions, 3 tracks, a really AWSome Day!  Now, together with Zeo Alliance, we're building and nurturing AWS User Group Ukraine — join us on Facebook to stay updated about cloud technologies and AWS services: https://www.facebook.com/groups/AWSUserGroupUkraine

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AWS Dev Day Kyiv 2019 Track: Modern Application Development Session: "Integrate your front end apps with serverless backend in the cloud" Speaker: Sebastien Stormacq, AWS Technical Evangelist Level: 200 AWS Dev Day is a free, full-day technical event where new developers will learn about some of the hottest topics in cloud computing, and experienced developers can dive deep on newer AWS services. Provectus has organized AWS Dev Day Kyiv in close collaboration with Amazon Web Services: 800+ participants, 18 sessions, 3 tracks, a really AWSome Day!  Now, together with Zeo Alliance, we're building and nurturing AWS User Group Ukraine — join us on Facebook to stay updated about cloud technologies and AWS services: https://www.facebook.com/groups/AWSUserGroupUkraine Video: https://www.youtube.com/watch?v=6z43H11qoU8&t=1s

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AWS Dev Day Kyiv 2019 Track: Analytics & Machine Learning Session: ""Scaling ML from 0 to millions of users"" Speaker: Julien Simon, Global AI & Machine Learning Evangelist at AWS Level: 300 AWS Dev Day is a free, full-day technical event where new developers will learn about some of the hottest topics in cloud computing, and experienced developers can dive deep on newer AWS services. Provectus has organized AWS Dev Day Kyiv in close collaboration with Amazon Web Services: 800+ participants, 18 sessions, 3 tracks, a really AWSome Day!  Now, together with Zeo Alliance, we're building and nurturing AWS User Group Ukraine — join us on Facebook to stay updated about cloud technologies and AWS services: https://www.facebook.com/groups/AWSUserGroupUkraine Video: https://www.youtube.com/watch?v=N73u1mx9DqY

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AWS Dev Day Kyiv 2019 Track: Backend & Architecture Session: ""How to implement authorization in your backend with AWS IAM"" Speaker: Stas Ivaschenko, AWS solutions architect at Provectus Level: 400 Video: https://www.youtube.com/watch?v=4Jje_WJ4V7Q AWS Dev Day is a free, full-day technical event where new developers will learn about some of the hottest topics in cloud computing, and experienced developers can dive deep on newer AWS services. Provectus has organized AWS Dev Day Kyiv in close collaboration with Amazon Web Services: 800+ participants, 18 sessions, 3 tracks, a really AWSome Day!  Now, together with Zeo Alliance, we're building and nurturing AWS User Group Ukraine — join us on Facebook to stay updated about cloud technologies and AWS services: https://www.facebook.com/groups/AWSUserGroupUkraine "

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