How to exceed Customer's expectations by delivery complicated ML+RPA project
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Умная автоматизация как способ оцифровки бизнес процессов. Реальная история проекта по замещению ручной бизнес обработки автоматизированной. Презентация подготовлена по материалам выступления Андрея Рожнева на витебской конференции “Developer's Software Conference” (30.11.2019).
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to recreate the characters and render the best possible match
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Презентация подготовлена по материалам выступления Артура Бельского на витебской конференции “Developer's Software Conference” (30.11.2019).
Микросервисы со Spring Boot & Spring Cloud
Spring Framework - один из наиболее часто используемых фреймворков для разработки корпоративных приложений. Множество высокопроизводительных решений уже построено на его основе. Если вы начинаете новый проект на Java, то, вероятнее всего, он также будет использовать Spring Framework.Использование микросервисного подхода позволяет реагировать на изменения требований быстрее за счет упрощения отдельных компонентов и возможности их параллельной разработки. Однако, использование этого подхода также сопряжено и с дополнительными проблемами - развертывание и отладка существенно усложнились, а для совместной работы сервисов необходимы дополнительные инфраструктурные компоненты, такие как, централизованная конфигурации, возможность повторной отправки сообщений или балансировка нагрузки между несколькими запущенными инстансами.Spring Boot изменил подход к разработке приложений, основанных на Spring Framework. Автоконфигурации, предоставляемые стартерами, позволяют сразу приступить к реализации основной функциональности и не тратить время на настройку инфраструктурных компонентов. Spring Cloud развил эту идею и предоставляет готовые стартеры для реализации микросервисных паттернов.
Презентация подготовлена по материалам выступления Александра Бармина на витебской конференции “Developer's Software Conference” (30.11.2019).
Тестирование больших данных
Работа с данными выделилась в отдельную область разработки. Гига-, тера-, петабайты информации поражают воображение и озадачивают, когда дело доходит до тестирования. Hadoop, Spark, ETL - непонятные слова, к которым непонятно, как подступиться. На основе своего опыта разработки wordpress.com Игорь поделится опытом обеспечения качества в области больших данных. В рамках его доклада вы узнаете, как традиционные подходы к тестированию и автоматизации тестирования соотносятся с Big Data-решениями, а также, какие специфические проблемы требуется решать, когда дело доходит до QA.
Презентация подготовлена по материалам выступления Игоря Хрола на витебской конференции “Developer's Software Conference” (30.11.2019).
Amazon SQS или не все костыли одинаково бесполезны
Общий экскурс в чудесный мир AWS. Рассказ о Amazon SQS и о том как его правильно готовить.
Краткое описание подводных камней с которыми можно столкнуться и способы их решения.
Презентация подготовлена по материалам выступления Анатолия Таразевича на витебской конференции “Developer's Software Conference” (30.11.2019).
Amazon Athena overview
Amazon Athena service overview and things to consider when choosing Athena Service.
Презентация подготовлена по материалам выступления Романа Москаленко на витебской конференции “Developer's Software Conference” (30.11.2019).
Typical BA Mistakes in documentation
This document discusses 10 common mistakes that business analysts make and how to avoid them. It begins by introducing the author and their experience and qualifications. It then outlines a brief agenda covering typical BA mistakes, tips to avoid mistakes, why people make mistakes, and what a business analyst is. The document delves into each of the 10 mistakes - such as being a system analyst instead of a BA, not understanding stakeholder needs, insufficient or overloaded documentation, and lack of proactivity. It emphasizes the importance of listening, digging into details, and having domain knowledge. Throughout, it provides tips on proper prioritization, experience, communication, and learning from mistakes.
Boring is Fun!
Скука. Как много эмоций вызывает это слово у каждого разработчика. Скучные языки, скучные технологии, скучные проекты - это явно не то, с чем мы хотим сталкиваться в своей работе. А что если я скажу вам, что скука это не всегда плохо?
Как выбрать технологический стек для нового проекта? Почему весело - не всегда хорошо, а скучно - почти всегда полезно? Откуда огонь в глазах Go разработчиков и почему вам не нужен NoSQL? Об этом и многом другом я расскажу в своем выступлении.
Презентация подготовлена по материалам выступления Романа Захаренко на витебской конференции “Developer's Software Conference” (30.11.2019).
На пути к совершенному инжинирингу
В сфере высоких технологий требования к продукту растут постоянно. Наряду с важностью поставки продукта заказчику важно и то, что ты поставляешь, как ты поставляешь и насколько быстро продукт может адаптироваться к требованиями рынка. Мы предлагаем поговорить о практиках, которые позволяют поддерживать качество продукта на высоком уровне и предотвращать многие проблемы на раннем этапе, что делает счастливым не только заказчика но и разработчиков.
Презентация подготовлена по материалам выступления Александра Радкевича, Кирилла Миловидова и Сергея Яркового на витебской конференции “Developer's Software Conference” (02.12.2017).
https://events.epam.com/events/developers-software-conference_2017
Чего же ты хочешь, человек?
В последнее время мы наблюдаем как крупные компании выпускают всё новых и новых голосовых помощников. Появилось множество чат-ботов и устройств, а люди порой уже не представляют, как они обходились без них раньше. С чем связано такое бурное развитие? Действительно ли мы научили компьютеры понимать нас? Являются ли наши устройства действительно «умными»? Давайте разбираться!
Презентация подготовлена по материалам выступления Максима Дадеркина на витебской конференции “Developer's Software Conference” (02.12.2017).
https://events.epam.com/events/developers-software-conference_2017
Растем вместе с eKIDS
Давайте познакомимся с программой социальной ответственности ЕПАМ - программой eKIDS. Причины возникновения этой программы, текущее положение дел, интересные факты про тренеров и студентов eKIDS, планы развития - все это будет рассмотрено в рамках этого доклада.
Презентация подготовлена по материалам выступления Павла Юхновича на витебской конференции “Developer's Software Conference” (02.12.2017).
https://events.epam.com/events/developers-software-conference_2017
Технологии беспилотных автомобилей
Autonomous vehicles have the potential to significantly improve road safety by reducing the over 90% of crashes caused by human error. Fully autonomous vehicles that can operate in any condition without human intervention (Level 5 autonomy) are the long term goal, but we are many years away from achieving this. In the meantime, vehicles with partial automation (Levels 3 and 4) that can take control in certain conditions or domains with the ability to hand control back to the driver are being developed and tested, but ensuring safe handoff between the vehicle and driver presents challenges. The technology relies on sensors like LIDAR, radar and cameras along with detailed 3D maps to allow the vehicle to perceive its environment, detect objects, and safely navigate and maneuver
Оптимизация потребления памяти в Java - делаем уборку правильно
Каждый новичок знает, что Java делает половину работы за разработчика, в том числе собирает мусор. Очень удобно, не правда ли? Но что, если сборка мусора начинает занимать много времени и к тому же запускается очень часто? Вашему вниманию предоставляется реальный пример оптимизации потребления памяти JVM.
Презентация подготовлена по материалам выступления Евгения Берлога на витебской конференции “Developer's Software Conference” (12.11.2016).
Управляем эволюцией на лету
Большинство пользователей любят постоянство. Тем не менее, мы, разработчики, постоянно работаем над интерфейсом своего продукта (меняем цвет, шрифт и др.), добавляем новый функционал, изменяем принцип его работы… Всё это может оттолкнуть старых пользователей, а новым показаться неудобным. Поэтому, я хотел бы поделиться с вами, как с помощью машинного обучения определить места, требующие изменений. Также мы рассмотрим, как A/B-кампании помогают эволюционировать ваш продукт “на лету” и не отпугивать пользователей.
Презентация подготовлена по материалам выступления Максима Дадеркина на витебской конференции “Developer's Software Conference” (12.11.2016).
Жизнь после promises
С каждым годом использование Promises при программировании на JavaScript вызывает все меньше удивления, фактически это стало стандартом. Давайте поговорим о новинках, которые желают снова "перетряхнуть" подход к написанию JS-кода: встречайте Generators и Async/Await!
Презентация подготовлена по материалам выступления Алексея Бельского на витебской конференции “Developer's Software Conference” (12.11.2016).
Выбираем стратегию создания бранчей
В современном мире все меняется очень быстро. Слишком быстро. И требования заказчика в том числе. Гибкие методологии разработки позволяют адаптироваться к быстро меняющимся требованиям. Но как сохранить стабильность приложения в данных условиях, как оставить заказчика удовлетворенным и при этом сберечь психическое здоровье разработчиков? Этот доклад о том, как быстро двигаться вперед без опаски оступиться.
Презентация подготовлена по материалам выступления Евгения Гавриленко на витебской конференции “Developer's Software Conference” (12.11.2016).
Reactive programming для успеха вашего стартапа
Что такое реактивное программирование. Каким принципам оно следует. Как оно может помочь создать современную систему, особенно если вы разрабатываете "с нуля".
Презентация подготовлена по материалам выступления Кирилла Миловидова на витебской конференции “Developer's Software Conference” (31.10.2015). Запись выступления: https://events.epam.com/events/dsc2015/talks/105.
Экстремальная оптимизация производительности на примере MongoDB Java Driver
При работе с базами данных мы часто сталкиваемся с тем, что ORM фреймворки, принося нам удобство и гибкость, требуют непомерную плату – серьезное падение производительности. Казалось бы, чтобы решить эту проблему, достаточно просто отказаться от ORM и использовать низкоуровневый API. Но иногда и этого бывает недостаточно…
Презентация подготовлена по материалам выступления Евгения Берлога на витебской конференции “Developer's Software Conference” (31.10.2015). Запись выступления: https://events.epam.com/events/dsc2015/talks/104.
Проблемы с производительностью приложений на AngularJS и способы их решения
Поговорим о digest цикле и dirty checking, и о том как это связано с производительностью приложений на AngularJS. Также рассмотрим способы обнаружения и устранения основных причин проблем с производительностью.
Презентация подготовлена по материалам выступления Анастасии Рыбик на витебской конференции “Developer's Software Conference” (31.10.2015). Запись выступления: https://events.epam.com/events/dsc2015/talks/103.
Микросервисы на практике
Построение приложения с помощью архитектуры микросервисов. Плюсы и минусы применения на практике на примере реального проекта.
Презентация подготовлена по материалам выступления Виталия Квятковского на витебской конференции “Developer's Software Conference” (31.10.2015). Запись выступления: https://events.epam.com/events/dsc2015/talks/102.
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UiPath Test Automation with generative AI and Open AI webinar offers an in-depth exploration of leveraging cutting-edge technologies for test automation within the UiPath platform. Attendees will delve into the integration of generative AI, a test automation solution, with Open AI advanced natural language processing capabilities.
Throughout the session, participants will discover how this synergy empowers testers to automate repetitive tasks, enhance testing accuracy, and expedite the software testing life cycle. Topics covered include the seamless integration process, practical use cases, and the benefits of harnessing AI-driven automation for UiPath testing initiatives. By attending this webinar, testers, and automation professionals can gain valuable insights into harnessing the power of AI to optimize their test automation workflows within the UiPath ecosystem, ultimately driving efficiency and quality in software development processes.
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By Design, not by Accident - Agile Venture Bolzano 2024
As presented at the Agile Venture Bolzano, 4.06.2024
A tale of scale & speed: How the US Navy is enabling software delivery from l...
Rapid and secure feature delivery is a goal across every application team and every branch of the DoD. The Navy’s DevSecOps platform, Party Barge, has achieved:
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Artificial Intelligence for XMLDevelopment
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Further emphasis will be placed on the role of AI in developing XSLT, or schemas such as XSD and Schematron. We will address the techniques and strategies adopted to create prompts for generating code, explaining code, or refactoring the code, and the results achieved.
The discussion will extend to how AI can be used to transform XML content. In particular, the focus will be on the use of AI XPath extension functions in XSLT, Schematron, Schematron Quick Fixes, or for XML content refactoring.
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zkStudyClub - Reef: Fast Succinct Non-Interactive Zero-Knowledge Regex Proofs
This paper presents Reef, a system for generating publicly verifiable succinct non-interactive zero-knowledge proofs that a committed document matches or does not match a regular expression. We describe applications such as proving the strength of passwords, the provenance of email despite redactions, the validity of oblivious DNS queries, and the existence of mutations in DNA. Reef supports the Perl Compatible Regular Expression syntax, including wildcards, alternation, ranges, capture groups, Kleene star, negations, and lookarounds. Reef introduces a new type of automata, Skipping Alternating Finite Automata (SAFA), that skips irrelevant parts of a document when producing proofs without undermining soundness, and instantiates SAFA with a lookup argument. Our experimental evaluation confirms that Reef can generate proofs for documents with 32M characters; the proofs are small and cheap to verify (under a second).
Paper: https://eprint.iacr.org/2023/1886
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- 1. How to exceed Customer's expectations by delivery complicated ML+RPA project 3 0 Н О Я Б Р Я L e a d S o f t w a r e Te s t A u t o m a t i o n E n g i n e e r a t E PA M A n d r e i R o z h n e u
- 2. Grodno, 2019 Agenda 1 E PA M I A P R A C T I C E 6 2 3 4 5 I N T R O D U C T I O N TO B U S I N E S S P R O C E S S F LO W C U S TO M E R ' S E X P E C TAT I O N S R PA + M L A P P R O A C H R E S U LT S A N D S TAT I S T I C S I N T E L L I G E N T A U TO M AT I O N E F F I C I E N C Y
- 3. Grodno, 2019 EPAM Intelligent Automation & RPA KEY FACTS DOMAINS Certified Developers and ML engineers 10+ 700+ Years of BPM/Robotics & Cognitive experience Global Services Locations 10+ PARTNERSHIPS & SOLUTIONS Robotic Process Automation (RPA) Business Process (BP) optimization Document Processing (incl. OCR) Cognitive Analytics, ML Virtual Assistant (Chatbot) C O N S U L T I N G E N G I N E E R I N G FINANCIAL SERVICES RETAIL AND DISTRIBUTION INSURANC E HUMAN RESOURCES TRAVEL AND HOSPITALITY ENERGY SOFTWARE AND HI-TECH HEALTHCAR E
- 4. Grodno, 2019 Intelligent Automation (IA) Delivery Centres & Headcount CA US MX BY UA PL KZ RU CN IN AU 700+ INTELLIGENT AUTOMATION PROFESSIONALS 0 100 200 300 Belarus Ukraine India Poland USA China Mexico Canada Russia Kazakhstan Australia
- 5. Grodno, 2019 Introduction to Business Process Flow ORDER DETAILS: • Customer ID • Shipment ID • Delivery Info • Pickup Info • Shipper Details • Receiver Details • Ship Instructions • Other fields Transportation Order
- 6. Grodno, 2019 Customer’s Expectations MANUAL BUSINESS FLOW B E F O R E A F T E R AUTOMATED BUSINESS FLOW 00:40:00 00:10:00
- 7. Grodno, 2019 Robotics and Cognitive Hand work Robotics “aka” RPA i.e. entering data from one application into another Head work Cognitive Automation i.e. issue categorization, routing, resolution
- 8. Grodno, 2019 RPA + ML Approach • Email utils • Documents conversion • OCR • Manual Task customization • API call utils RPA • ML Model creation • ML Model training • Output fields format optimization ML Email Processing R P A Documents Conversion R P A OCR R P A Machine Learning M L Human Task M T Order Creation API Call R P A
- 9. Grodno, 2019 • Emails: Microsoft Exchange Web Services • File conversion: LibreOffice • File conversion: Apache PDF Box • OCR: ABBYY FineReader Engine Technology Stack • Internal system API
- 10. Grodno, 2019 Machine Learning Lifecycle
- 12. Grodno, 2019 Manual Task Customization
- 13. Grodno, 2019 Machine Learning Results Automaton – percentage of automatically extracted objects by Machine Accuracy – precision of extraction, calculated as the ratio of correctly extracted objects to all the extracted objects 200 DOCS TEST SET UAT EXECUTION
- 14. Grodno, 2019 Intelligent Automation Efficiency Order processing time from receiving an email with an order document till API Order submission Manual Task completing time from accepting a Manual Task by a worker till submission form 00:10:00 00:03:00 E X P E C T E D A C T U A L