“Process optimization system”, Dmitry Blazhvskiy.

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Provectus

Dmitry Blazhvskiy, Atom Space Team.

Process optimization system
Blazhevskiy Dmitriy

“Process optimization system”, Dmitry Blazhvskiy.

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Looking to make your document processing operations more effective and cost-efficient with AI/ML? Learn from the experts of Provectus and Amazon Web Services (AWS) how to choose the right solution for your company! We will look into the management and engineering perspectives of AI document processing, from industry use cases and the solution map to our unique methodology for assessing available document processing solutions to Provectus IDP. Whether you are looking for a ready-made solution or you plan to build a custom solution of your own, this webinar will help you find the best option for your business. Agenda - Introductions - Industry use cases - Intelligent Document Processing (IDP) overview - IDP Solutions map - AWS IDP Solution - Provectus IDP Platform - Q&A Intended Audience Technology executives and decision makers, including such roles as CIO, CCO, COO, and CDO; digital transformation managers; data and ML engineers. Presenters Almir Davletov, IDP Subject Matter Expert, Provectus Yaroslav Tarasyuk, Business Development, Provectus Sonali Sahu, Sr. Solutions Architect, AWS Interested? Learn more about Provectus Intelligent Document Processing Solution: https://provectus.com/document-processing-solution/

Intelligent Document Processing in Healthcare. Choosing the Right Solutions.Provectus

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Healthcare organizations generate piles of documents and forms in different formats, making it difficult to achieve operational excellence and streamline business processes. Manual entry and OCR are no longer viable, and healthcare entities are looking for new solutions to handle documents. In this presentation you can learn about: - Healthcare document types and use cases - IDP framework: building blocks for document processing solutions - The document processing market landscape - Methodology for solution evaluation: comparing apples to apples Whether you are looking for a ready-made solution or plan to build a custom solution of your own, this webinar will help you find the best fit for your healthcare use cases.

Choosing the Right Document Processing Solution for Healthcare OrganizationsProvectus

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Looking to automate document processing in your healthcare organization? Learn from Provectus & AWS experts how to make data capture, conversion, and analytics more efficient. Process and manage documents faster and on a larger scale with AI & Machine Learning. In this presentation, we offer management and engineering perspectives on document processing with AI, to help you explore available options. Whether you are looking for a ready-made solution or plan to build a custom solution of your own, this webinar will help you find the best fit for your healthcare use cases.

MLOps and Data Quality: Deploying Reliable ML Models in ProductionProvectus

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Looking to build a robust machine learning infrastructure to streamline MLOps? Learn from Provectus experts how to ensure the success of your MLOps initiative by implementing Data QA components in your ML infrastructure. For most organizations, the development of multiple machine learning models, their deployment and maintenance in production are relatively new tasks. Join Provectus as we explain how to build an end-to-end infrastructure for machine learning, with a focus on data quality and metadata management, to standardize and streamline machine learning life cycle management (MLOps). Agenda - Data Quality and why it matters - Challenges and solutions of Data Testing - Challenges and solutions of Model Testing - MLOps pipelines and why they matter - How to expand validation pipelines for Data Quality

AI Stack on AWS: Amazon SageMaker and BeyondProvectus

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Looking to learn more about AWS AI stack? Join experts from Provectus & AWS to find out how to use Amazon SageMaker (with combination with other tools and services) to enable enterprise-wide AI. Companies are looking to scale and become more productive when it comes to AI and data initiatives. They seek to launch AI projects more rapidly, which, among many other factors, requires a robust machine learning infrastructure. In this webinar, you will learn how to create a canonical SageMaker workflow, expand the SageMaker workflow to a holistic implementation, enhance and expand the implementation using best practices for feature store, data versioning, ML pipeline orchestration, and model monitoring. Agenda - Introductions - Amazon SageMaker Overview - Real-World Use Case - Data Lake for Machine Learning - Amazon SageMaker Experiments - Orchestration Beyond SageMaker Experiments - Amazon SageMaker Debugger - Amazon SageMaker Model Monitor - Webinar Takeaways 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 - Pritpal Sahota, Technical Account Manager, Provectus - Christopher A. Burns, Sr. AI/ML Solution 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/ai-stack-on-aws-sagemaker-and-beyond-mar-2020/

Feature Store as a Data Foundation for Machine LearningProvectus

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This document discusses feature stores and their role in modern machine learning infrastructure. It begins with an introduction and agenda. It then covers challenges with modern data platforms and emerging architectural shifts towards things like data meshes and feature stores. The remainder discusses what a feature store is, reference architectures, and recommendations for adopting feature stores including leveraging existing AWS services for storage, catalog, query, and more.

MLOps and Reproducible ML on AWS with Kubeflow and SageMakerProvectus

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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/

Cost Optimization for Apache Hadoop/Spark Workloads with Amazon EMRProvectus

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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/

ODSC webinar "Kubeflow, MLFlow and Beyond — augmenting ML delivery" Stepan Pu...Provectus

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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.

"Building a Modern Data platform in the Cloud", Alex Casalboni, AWS Dev Day K...Provectus

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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

"How to build a global serverless service", Alex Casalboni, AWS Dev Day Kyiv ...Provectus

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AWS Dev Day Kyiv 2019 Track: Modern Application Development Session: "How to build a global serverless service" Speaker: Alex Casalboni, 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/Q19B-NTkMfk

"Automating AWS Infrastructure with PowerShell", Martin Beeby, AWS Dev Day Ky...Provectus

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AWS Dev Day Kyiv 2019 Track: Backend & Architecture Session: "Automating AWS Infrastructure with PowerShell" Speaker: Martin Beeby, AWS Principle 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/rgIjjK2J4dQ

"Analyzing your web and application logs", Javier Ramirez, AWS Dev Day Kyiv 2...Provectus

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AWS Dev Day Kyiv 2019 Track: Analytics & Machine Learning Session: "Analyzing your web and application logs" Speaker: Javier Ramirez, 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/IpEhEs1sXeg

"Resiliency and Availability Design Patterns for the Cloud", Sebastien Storma...Provectus

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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

"Architecting SaaS solutions on AWS", Oleksandr Mykhalchuk, AWS Dev Day Kyiv ...Provectus

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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

"Developing with .NET Core on AWS", Martin Beeby, AWS Dev Day Kyiv 2019Provectus

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AWS Dev Day Kyiv 2019 Track: Modern Application Development Session: "Developing with .NET Core on AWS" Speaker: Martin Beeby, AWS Principle 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/OzM8L7H1LmA

"How to build real-time backends", Martin Beeby, AWS Dev Day Kyiv 2019Provectus

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AWS Dev Day Kyiv 2019 Track: Backend & Architecture Session: "How to build real-time backends" Speaker: Martin Beeby, AWS Principle 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/bsZYA6V3bDA

"Integrate your front end apps with serverless backend in the cloud", Sebasti...Provectus

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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

"Scaling ML from 0 to millions of users", Julien Simon, AWS Dev Day Kyiv 2019Provectus

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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

How to implement authorization in your backend with AWS IAMProvectus

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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 "

Yurii Gavrilin | ML Interpretability: From A to Z | Kazan ODSC MeetupProvectus

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Andrei Grigoriev | Version Control in Data Science | Kazan ODSC MeetupProvectus

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Modern word embeddings | Andrei Kulagin | Kazan ODSC MeetupProvectus

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This document discusses modern word embeddings and language models. It provides an overview of several popular word embedding models like Word2vec, GloVe, and FastText. It also summarizes recent language models including ULMFit, ELMo, GPT, BERT, Transformer-XL, and how they apply transfer learning and contextual embeddings. The document references resources for pretrained word embeddings and language models in Russian and evaluates their performance on Russian NLP tasks.

Eva Sokolyanskaya, QA Stand Up: Episode 4Provectus

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Mikhail Dovgiy, QA Stand Up: Episode 4Provectus

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«Training Deep Learning Models on Multi-GPUs Systems», Dmitry Spodarets.Provectus

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This document discusses training deep learning models using multi-GPU systems. It introduces distributed training using data or model parallelism and synchronous vs asynchronous training. Horovod is presented as a distributed training framework that can plug into TensorFlow, Keras and other frameworks to enable efficient multi-GPU and multi-node training using MPI for communication. Examples are given for using Horovod with Keras to distribute training across multiple GPUs on a single machine or multiple machines.

«Design and purpose of convolutional layers in neural networks», Andrii Latysh.Provectus

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«Evolution strategies in reinforcement learning», Borys Tymchenko.Provectus

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This document discusses evolution strategies in reinforcement learning. It introduces reinforcement learning concepts like Markov decision processes, the credit assignment problem, and the exploration-exploitation tradeoff. It then explains how evolution strategies address some RL challenges by using genetic algorithms and natural evolution techniques to optimize neural network policies without backpropagation. Specifically, it discusses using selection and mutation of the fittest agents along with safe mutations like rescaling perturbations to keep behavioral changes small. While parallelizable and able to handle non-differentiable problems, evolution strategies require large numbers of samples and domain evaluations to work effectively.