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droidcon NYC '19

Using ML to Make Your UI Tests More Robust

droidcon NYC

droidcon NYC 2019 | Using ML to Make Your UI Tests More Robust | Godfrey Nolan

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droidcon NYC 2019 | Using ML to Make Your UI Tests More Robust | Godfrey Nolan

It is common practice to write many unit tests and API tests and only write a few User Interface (UI) tests. Why? Because UI tests are brittle. If you change one thing, the other tests unravel. What if you could use machine learning (ML) to help? Many apps have the same functionality, such as login, checkout, share, and pay. In this session, Godfrey Nolan talks about how to use Object Detection and labeling techniques to make UI tests more robust with a fraction of the code.

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What's inside

Syllabus

Using ML to Make Your UI Tests More Robust

Good to know

Know what's good
, what to watch for
, and possible dealbreakers
Develops skills and knowledge relevant to careers in UI development
Uses industry-standard techniques, such as Object Detection and labeling
Taught by droidcon NYC, recognized for their expertise in UI development
Intended for learners with a background in UI testing and Object Detection

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Career center

Learners who complete droidcon NYC '19: Using ML to Make Your UI Tests More Robust will develop knowledge and skills that may be useful to these careers:
Computer Vision Engineer
A Computer Vision Engineer designs, develops, and deploys computer vision models. Many Computer Vision Engineers specialize in a particular area, such as object detection. This course may be useful for a Computer Vision Engineer who works on developing computer vision models for UI testing, as it can help them to write more robust UI tests.
See salaries and explore the career path for Computer Vision Engineer
Test Automation Engineer
A Test Automation Engineer designs, develops, and maintains automated tests for software programs. This course may be useful for a Test Automation Engineer who works on developing UI tests, as it can help them to write more robust UI tests.
See salaries and explore the career path for Test Automation Engineer
Quality Assurance Analyst
A Quality Assurance Analyst plans and performs quality assurance testing for software programs. This course may be useful for a Quality Assurance Analyst who works on developing UI tests, as it can help them to write more robust UI tests.
See salaries and explore the career path for Quality Assurance Analyst
Software Architect
A Software Architect designs and develops the architecture of software programs. This course may be useful for a Software Architect who works on developing software programs with user interfaces, as it can help them to understand how to write more robust UI tests.
See salaries and explore the career path for Software Architect
Front-End Developer
A Front-End Developer designs and develops the user interface of software programs. This course may be useful for a Front-End Developer who works on developing UI tests, as it can help them to write more robust UI tests.
See salaries and explore the career path for Front-End Developer
Machine Learning Engineer
A Machine Learning Engineer designs, develops, and deploys machine learning models. Many Machine Learning Engineers specialize in a particular area, such as computer vision. This course may be useful for a Machine Learning Engineer who works on developing machine learning models for UI testing, as it can help them to write more robust UI tests.
See salaries and explore the career path for Machine Learning Engineer
UX Researcher
A UX Researcher conducts research on the user experience of software programs. This course may be useful for a UX Researcher who works on developing UI tests, as it can help them to write more robust UI tests.
See salaries and explore the career path for UX Researcher
User Experience Designer
A User Experience Designer designs and evaluates the user experience of software programs. This course may be useful for a User Experience Designer who works on developing UI tests, as it can help them to write more robust UI tests.
See salaries and explore the career path for User Experience Designer
Interaction Designer
An Interaction Designer designs and evaluates the user interface of software programs. This course may be useful for an Interaction Designer who works on developing UI tests, as it can help them to write more robust UI tests.
See salaries and explore the career path for Interaction Designer
Academic Researcher
An Academic Researcher conducts research in a variety of fields, including computer science. Many Academic Researchers specialize in a particular area, such as machine learning. This course may be useful for an Academic Researcher who works on developing machine learning models for UI testing, as it can help them to write more robust UI tests.
See salaries and explore the career path for Academic Researcher
Product Manager
A Product Manager plans and manages the development of software products. This course may be useful for a Product Manager who works on developing software products with user interfaces, as it can help them to understand how to write more robust UI tests.
See salaries and explore the career path for Product Manager
Data Scientist
A Data Scientist uses data to solve business problems. Many Data Scientists specialize in a particular area, such as machine learning. This course may be useful for a Data Scientist who works on developing machine learning models for UI testing, as it can help them to write more robust UI tests.
See salaries and explore the career path for Data Scientist
Research Scientist
A Research Scientist conducts research in a variety of fields, including computer science. Many Research Scientists specialize in a particular area, such as machine learning. This course may be useful for a Research Scientist who works on developing machine learning models for UI testing, as it can help them to write more robust UI tests.
See salaries and explore the career path for Research Scientist
Software Engineer
A Software Engineer designs, develops, tests, and maintains software programs. Many Software Engineers specialize in a particular programming language or software development framework. This course may be useful for a Software Engineer who works on developing user interfaces, as it can help them to write more robust UI tests.
See salaries and explore the career path for Software Engineer
Technical Writer
A Technical Writer writes and edits technical documentation, such as user manuals and white papers. This course may be useful for a Technical Writer who writes documentation for software programs with user interfaces, as it can help them to understand how to write more robust UI tests.
See salaries and explore the career path for Technical Writer

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Course image
Time
30 hours
Level
Intermediate
Via
Pluralsight
Instructor
droidcon NYC
Language
English
This course belongs to a collection called droidcon NYC 2019. It's comprised of 85 courses:
  1. droidcon NYC '19: Building Apps Using Kotlin Native
  2. droidcon NYC '19: Setting Up a Bug Bounty Program for Your App
  3. droidcon NYC '19: Inhibiting the Imposter
  4. droidcon NYC '19: Why Does Google Think My App Is Harmful?
  5. droidcon NYC '19: git rm -r --cached .idea?
  6. droidcon NYC '19: Productivity Hacks for Busy Engineers
  7. droidcon NYC '19: A Brief History of Real Time Audio (Or Wasn't That API Deprecated?)
  8. droidcon NYC '19: Easy Android Accessibility
  9. droidcon NYC '19: Securely Take Payments in a React Native App
  10. droidcon NYC '19: Accessibility on Android: Some Assembly Required
  11. droidcon NYC '19: Getting Big Payouts with Koin
  12. droidcon NYC '19: Calm is Key: A Guide to a Happier, More Productive Workplace
  13. droidcon NYC '19: Good APIs Don't Need a Tutorial
  14. droidcon NYC '19: Building a Security Assurance Program
  15. droidcon NYC '19: A Talk About Talking: Making a Memorable Presentation
  16. droidcon NYC '19: Implementing the Paging Library
  17. droidcon NYC '19: Flutter at Scale
  18. droidcon NYC '19: Where the Heck Am I? Understanding Location in Your Application
  19. droidcon NYC '19: Getting to Know CameraX
  20. droidcon NYC '19: Effective Multiplatform Architecture
  21. droidcon NYC '19: Lessons Learned From Using Kotlin Multiplatform Internally
  22. droidcon NYC '19: CameraX Workshop
  23. droidcon NYC '19: Working Across Platforms
  24. droidcon NYC '19: Make Better Decisions: Experiment
  25. droidcon NYC '19: Tall Legacy App with 10 Pumps Kotlin
  26. droidcon NYC '19: Prioritizing Platform Development
  27. droidcon NYC '19: How to Do Great Work
  28. droidcon NYC '19: Modularizing Your Android UI with Style Guide-driven Development
  29. droidcon NYC '19: Android & Assistant: A Match Made in Heaven
  30. droidcon NYC '19: Shielding Your Android App from Attackers
  31. droidcon NYC '19: //TODO: Write a Better Comment
  32. droidcon NYC '19: Jetpacks for You and I
  33. droidcon NYC '19: Keeping Your Pixels Perfect
  34. droidcon NYC '19: Keynote: Being more than an Android Developer
  35. droidcon NYC '19: Performance in a Kotlin World
  36. droidcon NYC '19: Invading the Home Screen
  37. droidcon NYC '19: Data Encryption on Android
  38. droidcon NYC '19: Android Jetpack Hearts Kotlin: On the Road to More Wholesome APIs
  39. droidcon NYC '19: Moving to MotionLayout
  40. droidcon NYC '19: Adapting Your Apps for Android Privacy Requirements
  41. droidcon NYC '19: Apps at Scale: An Industry Discussion
  42. droidcon NYC '19: Making a Mountain Out of a Module
  43. droidcon NYC '19: Reverse-engineering Apps on the Device - How Far Can We Go?
  44. droidcon NYC '19: Redux for Android
  45. droidcon NYC '19: Using Kotlin/JS and Kotlin/Native on Android
  46. droidcon NYC '19: Koin vs. Dagger (Service Locator vs. D.I.)
  47. droidcon NYC '19: Connect Platforms with a Kotlin DSL
  48. droidcon NYC '19: A Day in the Life of a Mobile Reverse Engineer
  49. droidcon NYC '19: SwiftUI Meets Kotlin Multiplatform!
  50. droidcon NYC '19: Hands on MvRx: Building Real Apps
  51. droidcon NYC '19: From Four Wheels to Two
  52. droidcon NYC '19: Kids, Play Nice! Writing with Kotlin-Java Interop
  53. droidcon NYC '19: If Your Code Looks Like It's Kotlin and Quacks Like It's Kotlin, Then It Probably Is Swift
  54. droidcon NYC '19: Diving Into Advanced Kotlin Features
  55. droidcon NYC '19: Litho: Best Practices for Building Efficient UIs
  56. droidcon NYC '19: Netflix's Reactive Android Components - The Redux Revenge
  57. droidcon NYC '19: Select * FROM Kotlin
  58. droidcon NYC '19: Square Workflow: Android and iOS Apps Composed of State Machines Defining UI and Navigation
  59. droidcon NYC '19: Building iOS and Android Mobile App in 30 Minutes
  60. droidcon NYC '19: The Light Way
  61. droidcon NYC '19: Adding Flutter to Your Android App
  62. droidcon NYC '19: Multiplatform Library Development
  63. droidcon NYC '19: Storing App Data Reliably and Performantly with SimpleStore
  64. droidcon NYC '19: Coroutine + Flow = MVI
  65. droidcon NYC '19: Workshop: Maximize Developer Productivity with Fast and Reliable Gradle and Maven Builds
  66. droidcon NYC '19: Flowing Things, Not So Strange in the MVI World
  67. droidcon NYC '19: Shark: Diving Into the Guts of LeakCanary's Hprof Parser
  68. droidcon NYC '19: Edge & Offline-First App Data Management in 5G Devices
  69. droidcon NYC '19: Wire 3: Tackling gRPC with Kotlin
  70. droidcon NYC '19: Using ML to Make Your UI Tests More Robust (viewing)
  71. droidcon NYC '19: Let's Focus on IDE Indexing
  72. droidcon NYC '19: Bazel
  73. droidcon NYC '19: Native Concurrency Coroutines
  74. droidcon NYC '19: Android Studio Tips and Tricks Part 2
  75. droidcon NYC '19: Transforming a Java Desktop Application to Kotlin
  76. droidcon NYC '19: Advanced & Practical MotionLayout
  77. droidcon NYC '19: Road to Modularization
  78. droidcon NYC '19: ReduxKotlin.org: Redux for All Kotlin Platforms
  79. droidcon NYC '19: Best Practices for Mobile App Security Testing
  80. droidcon NYC '19: Dagger Party Tricks
  81. droidcon NYC '19: Does Your Android App Expose You to Excess Risk
  82. droidcon NYC '19: Prototyping with Jetpack Compose
  83. droidcon NYC '19: How It's Made: Jetpack Compose
  84. droidcon NYC '19: Multiplatform Functional Architecture
  85. droidcon NYC '19: (Android) Transformers - Bytecode in Disguise
Good to know
Develops skills and knowledge relevant to careers in UI development
Uses industry-standard techniques, such as Object Detection and labeling
Taught by droidcon NYC, recognized for their expertise in UI development
Intended for learners with a background in UI testing and Object Detection
Share and help others discover this course.
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