Just For My Daily Diary
Just For My Daily Diary
Introduction 简介 A model card is a short document that provides key information about a machine learning model. Model cards increase transparency by communicating information about trained models to broad audiences. 模型卡 是一份简短的文档，提供有关机器学习模型的关键信息。模型卡通过向广大受众传达有关训练模型的信息来提高透明度。 In this tutorial, you will learn about which audiences to write a model card for and which sections a model card should […]
This notebook is an exercise in the AI Ethics course. You can reference the tutorial at this link. In the tutorial, you learned about different ways of measuring fairness of a machine learning model. In this exercise, you’ll train a few models to approve (or deny) credit card applications and analyze fairness. Don’t worry if […]
Introduction 简介 There are many different ways of defining what we might look for in a fair machine learning (ML) model. For instance, say we’re working with a model that approves (or denies) credit card applications. Is it: 定义公平机器学习 (ML) 模型中我们可能寻找的内容有很多不同的方法。例如，假设我们正在使用一个批准（或拒绝）信用卡申请的模型。它是： fair if the approval rate is equal across genders, or is it 如果批准率在性别之间相等，是否公平，或者 better […]
This notebook is an exercise in the AI Ethics course. You can reference the tutorial at this link. In the tutorial, you learned about six different types of bias. In this exercise, you’ll train a model with real data and get practice with identifying bias. Don’t worry if you’re new to coding: you’ll still be […]
Introduction 简介 Machine learning (ML) has the potential to improve lives, but it can also be a source of harm. ML applications have discriminated against individuals on the basis of race, sex, religion, socioeconomic status, and other categories. 机器学习 (ML) 有可能改善生活，但也可能造成伤害。ML 应用程序会根据种族、性别、宗教、社会经济地位和其他类别歧视个人。 In this tutorial, you’ll learn about bias, which refers to negative, unwanted consequences […]
This notebook is an exercise in the AI Ethics course. You can reference the tutorial at this link. In the tutorial, you learned about human-centered design (HCD) and became familiar with six general steps to apply it to AI systems. In this exercise, you will identify and address design issues in six interesting AI use […]
Introduction 简介 Before selecting data and training models, it is important to carefully consider the human needs an AI system should serve – and if it should be built at all. 在选择数据和训练模型之前，重要的是要仔细考虑 AI 系统应该满足的人类需求 – 以及是否应该构建它。 Human-centered design (HCD) is an approach to designing systems that serve people’s needs. 以人为本的设计 (HCD) 是一种设计满足人们需求的系统的方法。 In this tutorial, […]
Welcome to the AI Ethics course! 欢迎来到 AI 伦理课程！ AI increasingly has an impact on everything from social media to healthcare. AI is used to make credit card decisions, to conduct video surveillance in airports, and to inform military operations. These technologies have the potential to harm or help the people that they serve. By […]
This notebook is an exercise in the Computer Vision course. You can reference the tutorial at this link. Introduction 简介 In these exercises, you’ll explore what effect various random transformations have on an image, consider what kind of augmentation might be appropriate on a given dataset, and then use data augmentation with the Car or […]
Introduction 简介 Now that you’ve learned the fundamentals of convolutional classifiers, you’re ready to move on to more advanced topics. 现在您已经了解了卷积分类器的基础知识，可以继续学习更高级的主题了。 In this lesson, you’ll learn a trick that can give a boost to your image classifiers: it’s called data augmentation. 在本课中，您将学习一种可以增强图像分类器的技巧：它被称为数据增强。 The Usefulness of Fake Data 虚假数据的用处 The best way to improve the performance […]