EXTENT-2016: Machine Learning and Software Testing

•Download as PPTX, PDF•

3 likes•2,730 views

EXTENT-2016: Software Testing & Trading Technology Trends 22 June, 2016, 10 Paternoster Square, London Machine Learning and Software Testing Iosif Itkin, CEO, Exactpro, LSEG Would like to know more? Visit our website: extentconf.com Follow us: https://www.linkedin.com/company/exactpro-systems-llc?trk=biz-companies-cym https://twitter.com/exactpro #extent2016 #exactpro

Technology

Iosif Itkin
CEO
Exactpro, LSEG
Machine Learning
in Software
Testing

Open Access Quality Assurance & Related Software Development for Financial Markets Tel: +7 495 640 24 60 , +1 415 830 38 49
www.exactpro.com2
Machine Learning in
Software Testing
Open Access Quality Assurance & Related Software Development for Financial Markets
Tel: +7 495 640 2460, +1 415 830 38 49
www.exactpro.com
Iosif Itkin, Co-CEO and Co-Founder, Exactpro
London Stock Exchange Group

Open Access Quality Assurance & Related Software Development for Financial Markets Tel: +7 495 640 24 60 , +1 415 830 38 49
www.exactpro.com3
Advances in Computer Science
Cat on a
Screen
Bug in the
Code

Open Access Quality Assurance & Related Software Development for Financial Markets Tel: +7 495 640 24 60 , +1 415 830 38 49
www.exactpro.com4
Technology Trends

Open Access Quality Assurance & Related Software Development for Financial Markets Tel: +7 495 640 24 60 , +1 415 830 38 49
www.exactpro.com5
Guess Who
Relentlessly
Tortures the
Software
Prevents from
being Released
into the Wild
Breaks It
and
Criticises
it
Subject to
Ruthless Soak and
Negative Testing

Open Access Quality Assurance & Related Software Development for Financial Markets Tel: +7 495 640 24 60 , +1 415 830 38 49
www.exactpro.com6
Global Trends
Job Loss?
Death?

Open Access Quality Assurance & Related Software Development for Financial Markets Tel: +7 495 640 24 60 , +1 415 830 38 49
www.exactpro.com7
Contents
1) Software development life cycle
2) Key enablers for machine learning in
testing
3) An approach to improve the test librarie
4) Challenges with real-time systems

Open Access Quality Assurance & Related Software Development for Financial Markets Tel: +7 495 640 24 60 , +1 415 830 38 49
www.exactpro.com8
Software Development Life Cycle
Requirements

Open Access Quality Assurance & Related Software Development for Financial Markets Tel: +7 495 640 24 60 , +1 415 830 38 49
www.exactpro.com9
Software Development Life Cycle
Requirements
Design & Code

Open Access Quality Assurance & Related Software Development for Financial Markets Tel: +7 495 640 24 60 , +1 415 830 38 49
www.exactpro.com10
Software Development Life Cycle
Requirements
Software
Bugs
Design & Code

Open Access Quality Assurance & Related Software Development for Financial Markets Tel: +7 495 640 24 60 , +1 415 830 38 49
www.exactpro.com11
Software Development Life Cycle
Requirements
Design & Code Software
Bugs
Magic

Open Access Quality Assurance & Related Software Development for Financial Markets Tel: +7 495 640 24 60 , +1 415 830 38 49
www.exactpro.com12
Software Testing Factory
Requiremen
ts
& Code

Open Access Quality Assurance & Related Software Development for Financial Markets Tel: +7 495 640 24 60 , +1 415 830 38 49
www.exactpro.com13
Big Data in Testing
Identify requirements and
areas most prone to defects
in the next release of
software
Predict the
probability of a
defect to be re-
opened
Highlight the
area of the code
where the bug is
most likely
located

Open Access Quality Assurance & Related Software Development for Financial Markets Tel: +7 495 640 24 60 , +1 415 830 38 49
www.exactpro.com14
Dynamic Testing & Learning
Non-
Functional
Testing
Tools
Passive
Testing
Capability
Build-in
Testability in
the System
Machine-Readable
Specifications

Open Access Quality Assurance & Related Software Development for Financial Markets Tel: +7 495 640 24 60 , +1 415 830 38 49
www.exactpro.com15
Testing Algo Trading Systems

Open Access Quality Assurance & Related Software Development for Financial Markets Tel: +7 495 640 24 60 , +1 415 830 38 49
www.exactpro.com16
Machine Learning
Defects Database
Code Coverage
Mutation Testing

Open Access Quality Assurance & Related Software Development for Financial Markets Tel: +7 495 640 24 60 , +1 415 830 38 49
www.exactpro.com17
Real-Time Systems
Run All the Functional Tests
Concurrently

Open Access Quality Assurance & Related Software Development for Financial Markets Tel: +7 495 640 24 60 , +1 415 830 38 49
www.exactpro.com18
Risk Controls
Google DeepMind published a paper
claiming that it is possible to
implement "a button" to
interrupt undesired behaviour

Open Access Quality Assurance & Related Software Development for Financial Markets Tel: +7 495 640 24 60 , +1 415 830 38 49
www.exactpro.com19
Risk Controls
Will we have enough
time to press the
button once?

Open Access Quality Assurance & Related Software Development for Financial Markets Tel: +7 495 640 24 60 , +1 415 830 38 49
www.exactpro.com20
Thank You
Innovation
Excellence
Partnership
Integrity

Viewers also liked

The Simple Matter of Project Management

Iosif Itkin

Cost of Quality How to Save Money

Iosif Itkin

Verification of Financial Models

Iosif Itkin

Artificial intelligence in qa

Taras Lytvyn

Trading Systems: Testing at the Confluence of FT and NFT

Iosif Itkin

EXTENT October 2011 - Test Automation for Trading Systems

Iosif Itkin

TMPA-2014: Exactpro Pep Talk

Iosif Itkin

EXTENT Trading Test Tools Evolution Theory

Iosif Itkin

Верификация технологических платформ Лондонской фондовой биржи

Iosif Itkin

Innovation in Quality Assurance – What is the Impact on Trading technology?

Iosif Itkin

The next generation of testing tools for exchanges

Iosif Itkin

High Frequency Trading Infrastructure and Quality Assurance

Iosif Itkin

Tellefsen and Exactpro Systems Team Up to Help Clients with REG SCI Meeting the demanding new requirements imposed upon firms by SEC Regulation SCI is a key issue for many firms, especially in the areas of independent systems testing and certification. Tellefsen and Company, L.L.C. (Tellefsen) and Exactpro Systems, LLC (Exactpro) have today announced a marketing partnership in which both firms will collaborate to provide key industry constituents with market structure consulting, financial technology infrastructure testing and software quality assurance testing services. Tellefsen is a management consulting firm founded in 1984 to provide counsel and professional services to meet the growing needs of the financial services industry. The firm’s principals and consultants have a wealth of experience in regulatory compliance and U.S. market infrastructure (exchanges, ATS, dark pools etc). One of Tellefsen’s core competencies has been is assisting firms with their regulatory compliance requirements through technology analysis, planning, testing, and evidencing. Exactpro is a rapidly growing quality assurance services firm specializing in market infrastructure. Exactpro provides both functional and non-functional testing for global exchanges, dark pools and clearing houses using a range of sophisticated in-house built testing and evidencing tools. John Rapa, President and CEO of Tellefsen, indicates: “The implementation of Reg SCI is another example of market regulations where market participants must provide evidence of their comprehensive infrastructure testing, policies and procedures and market oversight compliance. We are delighted to team up with Exactpro whom we know from other customer engagements. We are very impressed by their capabilities, diligence and effectiveness in planning, executing and evidencing tests that prove regulatory compliance”. Iosif Itkin, Co-Founder of Exactpro, says: “Our firm has a great set of tools and services that we believe can help clients meet Regulation SCI in a cost effective manner. We are very conversant with this domain and are delighted to be working with Tellefsen on this; our two firms’ capabilities are entirely complementary”.

SEC Regulation SCI Automation Review Compliance

Iosif Itkin

Trading Clearing Systems Test Automation

Iosif Itkin

Exactpro: Non-functional testing approach

Iosif Itkin

Viewers also liked (15)

The Simple Matter of Project Management

Cost of Quality How to Save Money

Verification of Financial Models

Artificial intelligence in qa

Trading Systems: Testing at the Confluence of FT and NFT

EXTENT October 2011 - Test Automation for Trading Systems

TMPA-2014: Exactpro Pep Talk

EXTENT Trading Test Tools Evolution Theory

Верификация технологических платформ Лондонской фондовой биржи

Innovation in Quality Assurance – What is the Impact on Trading technology?

The next generation of testing tools for exchanges

High Frequency Trading Infrastructure and Quality Assurance

SEC Regulation SCI Automation Review Compliance

Trading Clearing Systems Test Automation

Exactpro: Non-functional testing approach

More from Iosif Itkin

This lecture is a part of the online course on Software Testing for Complex Intelligent Systems and Autonomous Vehicles. The course lectures provide the theoretical basics of testing autonomous systems based on artificial intelligence. The fourth lecture of the course entitled Foundations of Software Testing reviews the ‘absence-of-errors fallacy’ and other principles of software testing, as well as the types and levels of software testing. The lecture also provides a fuller picture of the understanding of test objectives and methodologies by different schools of thought within the software testing domain.

Foundations of Software Testing Lecture 4

Iosif Itkin

Speaker: Iosif Itkin, co-CEO & co-founder, Exactpro Systems 9th November 2021 Hilton Canary Wharf Exactpro is an independent software testing business focused on mission-critical financial market infrastructures, primarily exchanges and clearing houses. In his presentation, Iosif will give a brief overview of research on the concept of model-based testing and the principal challenges of its application while testing complex distributed systems. He will also outline the broader context of interaction between humans and complex computer models.

QA Financial Forum London 2021 - Automation in Software Testing. Humans and C...

Iosif Itkin

Global Exchanges series webinar to discuss Test Oracles. A test oracle is a mechanism for determining whether a test has passed or failed. The use of oracles involves comparing the output(s) of the system under test for a given test-case input, to the output(s) that the oracle determines the product should have. We will review various types of test oracles using examples from Exactpro’s Global Exchanges division projects and protocol-based interactions in trading systems.

Exactpro FinTech Webinar - Global Exchanges Test Oracles

Iosif Itkin

Exactpro FinTech Webinar - Global Exchanges FIX Protocol

Iosif Itkin

A4Q World Congress 13-16 April 2021 Iosif Itkin Exactpro provides independent software testing services for mission critical technology that underpins global financial markets – exchanges and clearing houses. Half of the top 20 global exchange groups on all continents around the globe rely on processes, platforms and people from Exactpro to improve their quality and reliability. The company has spent the last 11 years studying operational resilience in this crucial sector. The presentation will outline the key principles for software testing of the systems that process hundreds of millions of orders per day with roundtrip latencies below one hundred microseconds.

Operational Resilience in Financial Market Infrastructures

Iosif Itkin

20 Simple Questions from Exactpro for Your Enjoyment This Holiday Season

Iosif Itkin

QA-Financial Forum 2019 in New York 13 November Iosif Itkin, CEO and co-founder Elena Treshcheva, Business Development Manager and Researcher An October 2019 survey by BoE and FCA found that ML in financial organizations has already passed an initial development phase, and the usage of live ML applications is about to dramatically increase over the next three years. Artificial Intelligence systems are used in market surveillance, they are providing intellectual analysis of news feeds, and they are an important part of the conversational agents facing users and helping them with their business needs from identity verification to trading and portfolio management. How to ensure that an AI-powered system is up to its task? And what would that mean from the software testing perspective?

Testing the Intelligence of your AI

Iosif Itkin

On Complex Software Systems Testing — Alexey Zverev, co-CEO & co-founder, Exactpro Software Testing and Machine Learning Mind the Gap. Applying Process Mining Learning from Failure is not just for Humans Dancing with Whales. Adaptive Log Classification System On Traceability and the Illusion of Control Building Partnerships Demystifying DLT Testing One Network at a Time Get the MOST from FIX Georgia on My Mind Build Software to Test Software — Iosif Itkin, co-CEO & co-founder, Exactpro

EXTENT 2019: Exactpro Quality Assurance for Financial Market Infrastructures

Iosif Itkin

ClearTH Test Automation Framework: Case Study in IRS & CDS Swaps Lifecycle Mo...

Iosif Itkin

EXTENT Talks 2019 Tbilisi: Failover and Recovery Test Automation - Ivan Shamrai

Iosif Itkin

EXTENT Talks is a meeting place for IT specialists working in various industries and seeking professional growth, practitioners from IT firms, as well as Quality Assurance enthusiasts of all backgrounds interested in actively participating in local IT events. The first EXTENT Talks were held in Tbilisi on 22 February 2019, initiating the creation a QA Community in Tbilisi and laying a foundation for an international platform for exchanging experience and knowledge in the field of software testing, development and IT. The program of the inaugural event included presentations on ISTQB, Software Testing, and Agile methodology from senior specialists. The next EXTENT Talks in Tbilisi will take place on 20 April 2019.

EXTENT Talks QA Community Tbilisi 20 April 2019 - Conference Open

Iosif Itkin

User-Assisted Log Analysis for Quality Control of Distributed Fintech Applica...

Iosif Itkin

Speakers: Iosif Itkin, CEO and Co-Founder and Elena Treshcheva, Business Development Manager and Researcher - Exactpro Exactpro provides software testing services for mission-critical technology that underpins global financial markets. Exactpro clients are regulated by FCA, Bank of England and their counterparts from other countries. During this session, Elena and Iosif will talk about end-to-end software testing for post-trade systems in financial market infrastructures. What are the key challenges in quality assurance at this scale? What kind of cognitive biases affect SDLC? How precise is the knowledge about the systems under test? What constitutes good test evidence? How to deal with complexity in regulated environments?

QAFF Chicago 2019 - Complex Post-Trade Systems, Requirements Traceability and...

Iosif Itkin

QA Community Saratov: Past, Present, Future (2019-02-08)

Iosif Itkin

Machine Learning and RoboCop Testing

Iosif Itkin

The QA Financial Forum: Milan 2019 23 January at the Excelsior Hotel Gallia. Anna-Maria Lukina, Exactpro Business Development Director The QA Financial Forum: Milan is one of the leading fintech conferences in Italy. The event focuses on the latest achievements in software risk management and automation of software testing. The predominant theme of the Milan event will be Quality Assurance for the entire Software Development Life Cycle (SDLC). The topics under discussion will feature: - Technologies for Automation & AI - DevOps & CI/CD - Value Stream Management - Test Data Management - Regulatory Compliance - App Security & DevSecOps - Testing and quality assurance of Blockchain platforms The official language of the event is Italian.

Behaviour Driven Development: Oltre i limiti del possibile

Iosif Itkin

2018 - Exactpro Year in Review

Iosif Itkin

Exactpro Discussion about Joy and Strategy

Iosif Itkin

Integration front to back - Mr. Custodian tear down that wall The scope of the application level has been continuous extended over the years, albeit with a focus on the area of pre-trade and trade. Recently, there has been an increased interest to move further into the area of post-trade which is predominantly driven by the ISO 20022 standard. Is there really a need for new FIX messages in areas such as payments and what are the integration problems needing a resolution? Panellists - Iosif Itkin, CEO, Exactpro - Jim Northey, Co-Chair Global Technical Committee, Americas Region, FIX Trading Community, Chair Elect, ISO TC68 Financial Services Technical Committee, and Consultant and Industry Standards Liaison, Itiviti - Barry Young, Director, Aladdin Product Manager, BlackRock

FIX EMEA Conference 2018 - Post Trade Software Testing Challenges

Iosif Itkin

Exactpro is supporting the 3rd annual IT-conference YouCon to take place on 14th October in Saratov, Russia. Over 900 programmers, systems engineers and architects, software QA engineers, and marketing specialists will gather to discuss the latest trends in programming technology. It is the largest IT industry event in Saratov. Iosif Itkin, CEO of Exactpro, part of London Stock Exchange Group, will deliver a "BDD. The Outer Limits" presentation named after Iosif's favorite Sci-Fi series. The topics to be covered are: Behavior Driven Development concepts Applying BDD in trading and clearing systems Specification by Example and using production data Combining Model-based testing and BDD The Outer Limits There will be an opportunity to ask questions, share thoughts and expertise in BDD, or just chat with a representative at the Exactpro stand at any time during the event. Don't miss out, stop by and ask how you can get your Exactpro souvenir :) We look forward to meeting you there! #Exactpro #Youconsaratov

BDD. The Outer Limits. Iosif Itkin at Youcon (in Russian)

Iosif Itkin

More from Iosif Itkin (20)

Foundations of Software Testing Lecture 4

QA Financial Forum London 2021 - Automation in Software Testing. Humans and C...

Exactpro FinTech Webinar - Global Exchanges Test Oracles

Exactpro FinTech Webinar - Global Exchanges FIX Protocol

Operational Resilience in Financial Market Infrastructures

20 Simple Questions from Exactpro for Your Enjoyment This Holiday Season

Testing the Intelligence of your AI

EXTENT 2019: Exactpro Quality Assurance for Financial Market Infrastructures

ClearTH Test Automation Framework: Case Study in IRS & CDS Swaps Lifecycle Mo...

EXTENT Talks 2019 Tbilisi: Failover and Recovery Test Automation - Ivan Shamrai

EXTENT Talks QA Community Tbilisi 20 April 2019 - Conference Open

User-Assisted Log Analysis for Quality Control of Distributed Fintech Applica...

QAFF Chicago 2019 - Complex Post-Trade Systems, Requirements Traceability and...

QA Community Saratov: Past, Present, Future (2019-02-08)

Machine Learning and RoboCop Testing

Behaviour Driven Development: Oltre i limiti del possibile

2018 - Exactpro Year in Review

Exactpro Discussion about Joy and Strategy

FIX EMEA Conference 2018 - Post Trade Software Testing Challenges

BDD. The Outer Limits. Iosif Itkin at Youcon (in Russian)

Recently uploaded

[2024]Digital Global Overview Report 2024 Meltwater.pdf

hans926745

The presentation explores the development and application of artificial intelligence (AI) from its inception to its current status in the modern world. The term "artificial intelligence" was first coined by John McCarthy in 1956 to describe efforts to develop computer programs capable of performing tasks that typically require human intelligence. This concept was first introduced at a conference held at Dartmouth College, where programs demonstrated capabilities such as playing chess, proving theorems, and interpreting texts. In the early stages, Alan Turing contributed to the field by defining intelligence as the ability of a being to respond to certain questions intelligently, proposing what is now known as the Turing Test to evaluate the presence of intelligent behavior in machines. As the decades progressed, AI evolved significantly. The 1980s focused on machine learning, teaching computers to learn from data, leading to the development of models that could improve their performance based on their experiences. The 1990s and 2000s saw further advances in algorithms and computational power, which allowed for more sophisticated data analysis techniques, including data mining. By the 2010s, the proliferation of big data and the refinement of deep learning techniques enabled AI to become mainstream. Notable milestones included the success of Google's AlphaGo and advancements in autonomous vehicles by companies like Tesla and Waymo. A major theme of the presentation is the application of generative AI, which has been used for tasks such as natural language text generation, translation, and question answering. Generative AI uses large datasets to train models that can then produce new, coherent pieces of text or other media. The presentation also discusses the ethical implications and the need for regulation in AI, highlighting issues such as privacy, bias, and the potential for misuse. These concerns have prompted calls for comprehensive regulations to ensure the safe and equitable use of AI technologies. Artificial intelligence has also played a significant role in healthcare, particularly highlighted during the COVID-19 pandemic, where it was used in drug discovery, vaccine development, and analyzing the spread of the virus. The capabilities of AI in healthcare are vast, ranging from medical diagnostics to personalized medicine, demonstrating the technology's potential to revolutionize fields beyond just technical or consumer applications. In conclusion, AI continues to be a rapidly evolving field with significant implications for various aspects of society. The development from theoretical concepts to real-world applications illustrates both the potential benefits and the challenges that come with integrating advanced technologies into everyday life. The ongoing discussion about AI ethics and regulation underscores the importance of managing these technologies responsibly to maximize their their benefits while minimizing potential harms.

Artificial Intelligence: Facts and Myths

Joaquim Jorge

With more memory available, system performance of three Dell devices increased, which can translate to a better user experience Conclusion When your system has plenty of RAM to meet your needs, you can efficiently access the applications and data you need to finish projects and to-do lists without sacrificing time and focus. Our test results show that with more memory available, three Dell PCs delivered better performance and took less time to complete the Procyon Office Productivity benchmark. These advantages translate to users being able to complete workflows more quickly and multitask more easily. Whether you need the mobility of the Latitude 5440, the creative capabilities of the Precision 3470, or the high performance of the OptiPlex Tower Plus 7010, configuring your system with more RAM can help keep processes running smoothly, enabling you to do more without compromising performance.

Boost PC performance: How more available memory can improve productivity

Principled Technologies

Histor y of HAM Radio presentation slide

vu2urc

MySQL Webinar, presented on the 25th of April, 2024. Summary: MySQL solutions enable the deployment of diverse Database Architectures tailored to specific needs, including High Availability, Disaster Recovery, and Read Scale-Out. With MySQL Shell's AdminAPI, administrators can seamlessly set up, manage, and monitor these solutions, ensuring efficiency and ease of use in their administration. MySQL Router, on the other hand, provides transparent routing from the application traffic to the backend servers in the architectures, requiring minimal configuration. Completely built in-house and supported by Oracle, these solutions have been adopted by enterprises of all sizes for their business-critical applications. In this presentation, we'll delve into various database architecture solutions to help you choose the right one based on your business requirements. Focusing on technical details and the latest features to maximize the potential of these solutions.

Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...

Miguel Araújo

🐬 The future of MySQL is Postgres 🐘

RTylerCroy

presentation ICT roal in 21st century education

jfdjdjcjdnsjd

Axa Assurance Maroc - Insurer Innovation Award 2024

The Digital Insurer

Boost Fertility New Invention Ups Success Rates.pdf

sudhanshuwaghmare1

Strategies for Landing an Oracle DBA Job as a Fresher

Remote DBA Services

Created by Mozilla Research in 2012 and now part of Linux Foundation Europe, the Servo project is an experimental rendering engine written in Rust. It combines memory safety and concurrency to create an independent, modular, and embeddable rendering engine that adheres to web standards. Stewardship of Servo moved from Mozilla Research to the Linux Foundation in 2020, where its mission remains unchanged. After some slow years, in 2023 there has been renewed activity on the project, with a roadmap now focused on improving the engine’s CSS 2 conformance, exploring Android support, and making Servo a practical embeddable rendering engine. In this presentation, Rakhi Sharma reviews the status of the project, our recent developments in 2023, our collaboration with Tauri to make Servo an easy-to-use embeddable rendering engine, and our plans for the future to make Servo an alternative web rendering engine for the embedded devices industry. (c) Embedded Open Source Summit 2024 April 16-18, 2024 Seattle, Washington (US) https://events.linuxfoundation.org/embedded-open-source-summit/ https://ossna2024.sched.com/event/1aBNF/a-year-of-servo-reboot-where-are-we-now-rakhi-sharma-igalia

A Year of the Servo Reboot: Where Are We Now?

Igalia

Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024

The Digital Insurer

Building Digital Trust in a Digital Economy Veronica Tan, Director - Cyber Security Agency of Singapore Apidays Singapore 2024: Connecting Customers, Business and Technology (April 17 & 18, 2024) ------ Check out our conferences at https://www.apidays.global/ Do you want to sponsor or talk at one of our conferences? https://apidays.typeform.com/to/ILJeAaV8 Learn more on APIscene, the global media made by the community for the community: https://www.apiscene.io Explore the API ecosystem with the API Landscape: https://apilandscape.apiscene.io/

Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...

apidays

GenAI Risks & Security Meetup 01052024.pdf

lior mazor

In this session, we will delve into strategic approaches for optimizing knowledge management within Microsoft 365, amidst the evolving landscape of Copilot. From leveraging automatic metadata classification and permission governance with SharePoint Premium, to unlocking Viva Engage for the cultivation of knowledge and communities, you will gain actionable insights to bolster your organization's knowledge-sharing initiatives. In this session, we will also explore how to facilitate solutions to enable your employees to find answers and expertise within Microsoft 365. You will leave equipped with practical techniques and a deeper understanding of how there is more to effective knowledge management than just enabling Copilot, but building actual solutions to prepare the knowledge that Copilot and your employees can use.

Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...

Drew Madelung

Finology Group – Insurtech Innovation Award 2024

The Digital Insurer

A Domino Admins Adventures (Engage 2024)

Gabriella Davis

Scaling API-first – The story of a global engineering organization Ian Reasor, Senior Computer Scientist - Adobe Radu Cotescu, Senior Computer Scientist - Adobe Apidays New York 2024: The API Economy in the AI Era (April 30 & May 1, 2024) ------ Check out our conferences at https://www.apidays.global/ Do you want to sponsor or talk at one of our conferences? https://apidays.typeform.com/to/ILJeAaV8 Learn more on APIscene, the global media made by the community for the community: https://www.apiscene.io Explore the API ecosystem with the API Landscape: https://apilandscape.apiscene.io/

Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe

apidays

As privacy and data protection regulations evolve rapidly, organizations operating in multiple jurisdictions face mounting challenges to ensure compliance and safeguard customer data. With state-specific privacy laws coming up in multiple states this year, it is essential to understand what their unique data protection regulations will require clearly. How will data privacy evolve in the US in 2024? How to stay compliant? Our panellists will guide you through the intricacies of these states' specific data privacy laws, clarifying complex legal frameworks and compliance requirements. This webinar will review: - The essential aspects of each state's privacy landscape and the latest updates - Common compliance challenges faced by organizations operating in multiple states and best practices to achieve regulatory adherence - Valuable insights into potential changes to existing regulations and prepare your organization for the evolving landscape

TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments

TrustArc

Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...

Neo4j

Recently uploaded (20)

[2024]Digital Global Overview Report 2024 Meltwater.pdf

Artificial Intelligence: Facts and Myths

Boost PC performance: How more available memory can improve productivity

Histor y of HAM Radio presentation slide

Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...

🐬 The future of MySQL is Postgres 🐘

presentation ICT roal in 21st century education

Axa Assurance Maroc - Insurer Innovation Award 2024

Boost Fertility New Invention Ups Success Rates.pdf

Strategies for Landing an Oracle DBA Job as a Fresher

A Year of the Servo Reboot: Where Are We Now?

Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024

Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...

GenAI Risks & Security Meetup 01052024.pdf

Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...

Finology Group – Insurtech Innovation Award 2024

A Domino Admins Adventures (Engage 2024)

Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe

TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments

Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...

EXTENT-2016: Machine Learning and Software Testing

1. Iosif Itkin CEO Exactpro, LSEG Machine Learning in Software Testing

2. Open Access Quality Assurance & Related Software Development for Financial Markets Tel: +7 495 640 24 60 , +1 415 830 38 49 www.exactpro.com2 Machine Learning in Software Testing Open Access Quality Assurance & Related Software Development for Financial Markets Tel: +7 495 640 2460, +1 415 830 38 49 www.exactpro.com Iosif Itkin, Co-CEO and Co-Founder, Exactpro London Stock Exchange Group

3. Open Access Quality Assurance & Related Software Development for Financial Markets Tel: +7 495 640 24 60 , +1 415 830 38 49 www.exactpro.com3 Advances in Computer Science Cat on a Screen Bug in the Code

4. Open Access Quality Assurance & Related Software Development for Financial Markets Tel: +7 495 640 24 60 , +1 415 830 38 49 www.exactpro.com4 Technology Trends

5. Open Access Quality Assurance & Related Software Development for Financial Markets Tel: +7 495 640 24 60 , +1 415 830 38 49 www.exactpro.com5 Guess Who Relentlessly Tortures the Software Prevents from being Released into the Wild Breaks It and Criticises it Subject to Ruthless Soak and Negative Testing

6. Open Access Quality Assurance & Related Software Development for Financial Markets Tel: +7 495 640 24 60 , +1 415 830 38 49 www.exactpro.com6 Global Trends Job Loss? Death?

7. Open Access Quality Assurance & Related Software Development for Financial Markets Tel: +7 495 640 24 60 , +1 415 830 38 49 www.exactpro.com7 Contents 1) Software development life cycle 2) Key enablers for machine learning in testing 3) An approach to improve the test librarie 4) Challenges with real-time systems

8. Open Access Quality Assurance & Related Software Development for Financial Markets Tel: +7 495 640 24 60 , +1 415 830 38 49 www.exactpro.com8 Software Development Life Cycle Requirements

9. Open Access Quality Assurance & Related Software Development for Financial Markets Tel: +7 495 640 24 60 , +1 415 830 38 49 www.exactpro.com9 Software Development Life Cycle Requirements Design & Code

10. Open Access Quality Assurance & Related Software Development for Financial Markets Tel: +7 495 640 24 60 , +1 415 830 38 49 www.exactpro.com10 Software Development Life Cycle Requirements Software Bugs Design & Code

11. Open Access Quality Assurance & Related Software Development for Financial Markets Tel: +7 495 640 24 60 , +1 415 830 38 49 www.exactpro.com11 Software Development Life Cycle Requirements Design & Code Software Bugs Magic

12. Open Access Quality Assurance & Related Software Development for Financial Markets Tel: +7 495 640 24 60 , +1 415 830 38 49 www.exactpro.com12 Software Testing Factory Requiremen ts & Code

13. Open Access Quality Assurance & Related Software Development for Financial Markets Tel: +7 495 640 24 60 , +1 415 830 38 49 www.exactpro.com13 Big Data in Testing Identify requirements and areas most prone to defects in the next release of software Predict the probability of a defect to be re- opened Highlight the area of the code where the bug is most likely located

14. Open Access Quality Assurance & Related Software Development for Financial Markets Tel: +7 495 640 24 60 , +1 415 830 38 49 www.exactpro.com14 Dynamic Testing & Learning Non- Functional Testing Tools Passive Testing Capability Build-in Testability in the System Machine-Readable Specifications

15. Open Access Quality Assurance & Related Software Development for Financial Markets Tel: +7 495 640 24 60 , +1 415 830 38 49 www.exactpro.com15 Testing Algo Trading Systems

16. Open Access Quality Assurance & Related Software Development for Financial Markets Tel: +7 495 640 24 60 , +1 415 830 38 49 www.exactpro.com16 Machine Learning Defects Database Code Coverage Mutation Testing

17. Open Access Quality Assurance & Related Software Development for Financial Markets Tel: +7 495 640 24 60 , +1 415 830 38 49 www.exactpro.com17 Real-Time Systems Run All the Functional Tests Concurrently

18. Open Access Quality Assurance & Related Software Development for Financial Markets Tel: +7 495 640 24 60 , +1 415 830 38 49 www.exactpro.com18 Risk Controls Google DeepMind published a paper claiming that it is possible to implement "a button" to interrupt undesired behaviour

19. Open Access Quality Assurance & Related Software Development for Financial Markets Tel: +7 495 640 24 60 , +1 415 830 38 49 www.exactpro.com19 Risk Controls Will we have enough time to press the button once?

20. Open Access Quality Assurance & Related Software Development for Financial Markets Tel: +7 495 640 24 60 , +1 415 830 38 49 www.exactpro.com20 Thank You Innovation Excellence Partnership Integrity

Editor's Notes

<date/time>
<date/time>
<date/time>
<date/time>
<date/time>
<date/time>

EXTENT-2016: Machine Learning and Software Testing

Recommended

Recommended

More Related Content

Viewers also liked

Viewers also liked (15)

More from Iosif Itkin

More from Iosif Itkin (20)

Recently uploaded

Recently uploaded (20)

EXTENT-2016: Machine Learning and Software Testing

Editor's Notes