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所在平台: Coursera专项课程 课程类别: 其他类别 大学或机构: CourseraNew |
课程主页: https://www.coursera.org/specializations/practical-data-science-matlab
课程评论：没有评论
课程名称：实用数据科学与MATLAB专业化 概述：在当前越来越依赖数据来解决问题的行业中，如果您正面临海量数据的挑战，并希望在不成为全职软件开发人员或统计学家的情况下高效利用这些数据，那么这个专业化课程非常适合您。完成此课程将为您提供必要的技能和信心，使您能够快速在数据科学领域取得实际成果。数据可视化、分析和建模是从医疗健康、汽车行业到科技初创公司等多个领域最受欢迎的职业技能。 该专业假设您在技术领域具有专业知识，并对电子表格等计算工具有一定的了解。为成功完成课程，您应具备一些基本统计知识（如直方图、平均值、标准差、曲线拟合及插值）。 在整个专业化过程中，您将使用MATLAB，这是一款被数百万工程师和科学家广泛使用的工具，能够支持您的数据科学任务。课程期间，您将获得免费的MATLAB使用权限，以便完成学习任务。 课程大纲： 1. 探索性数据分析与MATLAB - 学习内容：培养数据科学家的思维方式，提出针对数据的问题。 - 课程链接：[探索性数据分析与MATLAB](https://www.coursera.org/learn/exploratory-data-analysis-matlab) 2. 数据处理与特征工程与MATLAB - 学习内容：在之前课程的基础上，建立数据处理和特征工程的基础。 - 课程链接：[数据处理与特征工程与MATLAB](https://www.coursera.org/learn/feature-engineering-matlab) 3. 预测建模与机器学习与MATLAB - 学习内容：在前两个课程的基础上，进一步深化预测建模和机器学习的技能。 - 课程链接：[预测建模与机器学习与MATLAB](https://www.coursera.org/learn/predictive-modeling-machine-learning) 4. 数据科学项目：MATLAB在实际中的应用 - 学习内容：通过实践应用所学技能，完成一个综合项目。 - 课程链接：[数据科学项目：MATLAB在实际中的应用](https://www.coursera.org/learn/matlab-capstone) 通过参加这个专业化课程，您将具备必要的工具与知识，在数据驱动的世界中脱颖而出。
Course Link: https://www.coursera.org/learn/exploratory-data-analysis-matlab
Name:Exploratory Data Analysis with MATLAB
Description:Offered by MathWorks. In this course, you will learn to think like a data scientist and ask questions of your data. You will use ... Enroll for free.
Course Link: https://www.coursera.org/learn/feature-engineering-matlab
Name:Data Processing and Feature Engineering with MATLAB
Description:Offered by MathWorks. In this course, you will build on the skills learned in Exploratory Data Analysis with MATLAB to lay the foundation ... Enroll for free.
Course Link: https://www.coursera.org/learn/predictive-modeling-machine-learning
Name:Predictive Modeling and Machine Learning with MATLAB
Description:Offered by MathWorks. In this course, you will build on the skills learned in Exploratory Data Analysis with MATLAB and Data Processing and ... Enroll for free.
Course Link: https://www.coursera.org/learn/matlab-capstone
Name:Data Science Project: MATLAB for the Real World
Description:Offered by MathWorks. Like most subjects, practice makes perfect in Data Science. In the capstone project, you will apply the skills ... Enroll for free.
Do you find yourself in an industry or field that increasingly uses data to answer questions? Are you working with an overwhelming amount of data and need to make sense of it? Do you want to avoid becoming a full-time software developer or statistician to do meaningful tasks with your data? Completing this specialization will give you the skills and confidence you need to achieve practical results in Data Science quickly. Being able to visualize, analyze, and model data are some of the most in-demand career skills from fields ranging from healthcare, to the auto industry, to tech startups. This specialization assumes you have domain expertise in a technical field and some exposure to computational tools, such as spreadsheets. To be successful in completing the courses, you should have some background in basic statistics (histograms, averages, standard deviation, curve fitting, interpolation). Throughout this specialization, you will be using MATLAB. MATLAB is the go-to choice for millions of people working in engineering and science, and provides the capabilities you need to accomplish your data science tasks. You will be provided with free access to MATLAB for the duration of the specialization to complete your work.
具有MATLAB专业化知识的实用数据科学：您是否发现自己处于越来越多地使用数据来回答问题的行业或领域？您是否正在处理大量数据，并需要加以利用？您是否要避免成为专职软件开发人员或统计学家，以对数据执行有意义的任务？ 完成此专业化课程将为您提供所需的技能和信心，以快速实现数据科学中的实际结果。能够可视化，分析和建模数据是从医疗保健，汽车行业到科技初创公司等领域最需要的一些职业技能。 该专业假定您具有技术领域的专业知识，并且对电子表格等计算工具有所了解。为了成功完成课程，您应该具有一些基本统计知识的背景知识（直方图，平均值，标准差，曲线拟合，插值）。 在整个专业化过程中，您将使用MATLAB。 MATLAB是数百万从事工程和科学工作的人们的首选，并提供完成数据科学任务所需的功能。在专业化期间，您将可以免费使用MATLAB，以完成您的工作。