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所在平台: Coursera |
课程主页: https://www.coursera.org/learn/accounting-data-analytics-capstone
课程评论：没有评论
课程名称：会计数据分析顶点课程 概述：此顶点课程是会计数据分析专项的最后一门课程。在本课程中，学员将应用在之前课程中获得的知识和技能，解决一个实际问题。学员将使用来自Lending Club的借贷数据集，该平台是全球最大的点对点借贷平台。通过统计分析、探索性数据分析和可视化，学员将探索数据集中各个特征的特点。此外，学员还将创建一个机器学习模型，以预测贷款是否会被全额偿还。最后，学员将根据分析结果构建一个投资组合，目标是实现比Lending Club平台上所有贷款的整体收益更高的回报。 课程大纲： - 第一部分：第1周 描述：在这一模块中，学员将熟悉课程内容、讲师和同学以及学习环境。此次导学还将帮助学员获得成功所需的技术技能，以便顺利进行课程学习。学员将了解Lending Club的运作，熟悉贷款数据集，并探索数据集中各特征的属性。 - 第二部分：第2周 描述：在这一模块中，学员将为分类模型准备数据；然后训练模型，预测贷款是否会被全额偿还，并最终评估模型性能。 - 第三部分：第3周 描述：在这一模块中，学员将在第1模块的分析和第2模块创建的分类模型的帮助下构建一个贷款投资组合。同时，学员将探索其他提高投资组合回报的方法。
Part: 1
Title:Week 1
Description:In this module, you will become familiar with the course, your instructor and your classmates, and our learning environment. This orientation will also help you obtain the technical skills required to navigate and be successful in this course. You will also learn how Lending Club works, get familiar with the loan dataset and explore the characteristics of features in the dataset.
Part: 2
Title:Week 2
Description:In this module, you will prepare data for a classification model; then train the model and predict whether a loan will be fully paid with the model. Finally, you will evaluate your model.
Part: 3
Title:Week 3
Description:In this module, you will construct a loan portfolio with the help of the analysis done in Module 1 and the classification model created in Module 2. You will also explore other ways to improve the portfolio return.
This capstone is the last course in the Data Analytics in Accountancy Specialization. In this capstone course, you are going to take the knowledge and skills you have acquired from the previous courses and apply them to a real-world problem. You will be provided with a loan dataset from Lending Club which is the largest peer-to-peer lending platform. You will explore the characteristics of the features in the dataset through statistical analysis, exploratory data analysis and visualization. You will also create a machine learning model to predict whether a loan will be fully paid or not. Finally, you will construct a portfolio with the help of your analysis. The goal is to create a portfolio that achieves better return than the overall return of all loans on the Lending Club platform.
