Month: August 2024

A Data-centric Approach to Class-specific Bias in Image Data Augmentation: Conclusion and Limitation

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:::info Authors: (1) Athanasios Angelakis, Amsterdam University Medical Center, University of Amsterdam – Data Science Center, Amsterdam Public Health Research Institute, Amsterdam, Netherlands (2) Andrey Rass, Den Haag, Netherlands. ::: Table of Links Abstract and 1 Introduction 2 The Effect Of Data Augmentation-Induced Class-Specific Bias Is Influenced By Data, Regularization and Architecture 2.1 Data Augmentation … Read more

A Data-centric Approach to Class-specific Bias in Image Data Augmentation: Appendices A-L

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:::info Authors: (1) Athanasios Angelakis, Amsterdam University Medical Center, University of Amsterdam – Data Science Center, Amsterdam Public Health Research Institute, Amsterdam, Netherlands (2) Andrey Rass, Den Haag, Netherlands. ::: Table of Links Abstract and 1 Introduction 2 The Effect Of Data Augmentation-Induced Class-Specific Bias Is Influenced By Data, Regularization and Architecture 2.1 Data Augmentation … Read more

Alternative Architectures Have Variable Effect On Augmentation-Induced Bias

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:::info Authors: (1) Athanasios Angelakis, Amsterdam University Medical Center, University of Amsterdam – Data Science Center, Amsterdam Public Health Research Institute, Amsterdam, Netherlands (2) Andrey Rass, Den Haag, Netherlands. ::: Table of Links Abstract and 1 Introduction 2 The Effect Of Data Augmentation-Induced Class-Specific Bias Is Influenced By Data, Regularization and Architecture 2.1 Data Augmentation … Read more

The Effect Of Data Augmentation-Induced Class-Specific Bias Is Influenced By Data, Regularization

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:::info Authors: (1) Athanasios Angelakis, Amsterdam University Medical Center, University of Amsterdam – Data Science Center, Amsterdam Public Health Research Institute, Amsterdam, Netherlands (2) Andrey Rass, Den Haag, Netherlands. ::: Table of Links Abstract and 1 Introduction 2 The Effect Of Data Augmentation-Induced Class-Specific Bias Is Influenced By Data, Regularization and Architecture 2.1 Data Augmentation … Read more

A Data-centric Approach to Class-specific Bias in Image Data Augmentation: Abstract and Intro

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:::info Authors: (1) Athanasios Angelakis, Amsterdam University Medical Center, University of Amsterdam – Data Science Center, Amsterdam Public Health Research Institute, Amsterdam, Netherlands (2) Andrey Rass, Den Haag, Netherlands. ::: Table of Links Abstract and 1 Introduction 2 The Effect Of Data Augmentation-Induced Class-Specific Bias Is Influenced By Data, Regularization and Architecture 2.1 Data Augmentation … Read more

Adding Random Horizontal Flipping Contributes To Augmentation-Induced Bias

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:::info Authors: (1) Athanasios Angelakis, Amsterdam University Medical Center, University of Amsterdam – Data Science Center, Amsterdam Public Health Research Institute, Amsterdam, Netherlands (2) Andrey Rass, Den Haag, Netherlands. ::: Table of Links Abstract and 1 Introduction 2 The Effect Of Data Augmentation-Induced Class-Specific Bias Is Influenced By Data, Regularization and Architecture 2.1 Data Augmentation … Read more

How keep your laptop’s battery in good health

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Illustration by Samar Haddad / The Verge The rechargeable lithium-ion batteries that power most of our laptops may be the most practical battery tech we have right now, but they naturally degrade over time as their ions flow back and forth — it’s an inevitable consequence of the way they’re built and the way they … Read more

Is OpenAI worth $100B?

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OpenAI could reportedly increase its valuation to $100 billion. Nvidia and Apple are apparently in talks to contribute to the company’s next fundraising round, and Thrive Capital would lead the deal should it happen, according to The New York Times. OpenAI’s annualized revenue reportedly eclipsed $3.4 billion early this year, but it’s said to be … Read more

Amazon hires the founders of AI robotics startup Covariant

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Amazon announced Friday evening that it has hired Covariant’s founders — Pieter Abbeel, Peter Chen, and Rocky Duan — along with “about a quarter” of the startup’s employees. It’s also signed a non-exclusive license to use Covariant’s robotic foundation models. Earlier this year, Chen told TechCrunch that Covariant is building “a large language model, but … Read more

SpaceX resumes Falcon 9 launches after the FAA clears it for flight

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Photo: Joe Raedle / Getty Images The Federal Aviation Administration (FAA) cleared SpaceX’s reusable Falcon 9 rocket for flight on Friday after temporarily grounding it following a failed landing earlier this week. The company has already pulled off two launches since the FAA’s decision, putting 42 more Starlink satellites into orbit, it announced in a … Read more

Good Managers Know to Not Make These Mistakes

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All managers make mistakes. However, some mistakes are not only avoidable, they’re costly to business and hinder the team’s development and growth. Most managers are too busy playing a catch-up game—handling unexpected issues, calendars filled with meetings, and pacifying unhappy stakeholders—that they fail to pay attention to harmful practices that hurt their team’s productivity and … Read more