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所在平台: Udemy |
课程主页: https://www.udemy.com/course/predictive-modeling-and-time-series-analysis-with-minitab/
课程评论：没有评论
课程名称：MINITAB - 预测建模与时间序列分析 课程概述： 本培训项目旨在帮助学员掌握与Minitab软件相关的全部技能，以便进行各种统计分析。课程内容涵盖Minitab的图形用户界面、描述性统计、使用Minitab进行统计分析、相关性技术以及Excel中的预测建模。此外，项目模块将包含基于Minitab的数据分析项目和回归建模项目。课程的目标是使学员能够使用Minitab进行时间序列分析和数据预测，从而解决各类统计学问题。 通过这门课程，学员将了解到Minitab作为一种统计软件，能够自动化计算并生成图表，从而增强数据分析、模式检测和数据处理的能力。课程将详细讲解时间序列分析的概念，时间序列数据是时间间隔内收集的数据，其中可能包含自相关性、趋势、季节性和稳定性等结构特征。举个例子，雨伞的销售数据就会在雨季出现季节性变化。 在掌握时间序列分析后，学员将学习如何利用历史数据进行未来预测，捕捉历史趋势和季节性，进而获得对未来的深刻洞察。课程通过一系列精心设计的教程，帮助学员全面理解时间序列分析与预测，准备迎接实际项目中的挑战。 此外，本课程不分初学者与高级学习者，旨在为所有希望扩展数据分析知识的学员提供学习机会。成功完成课程后，学员将获得时间序列分析的坚实基础，并能够培养和指导刚入门的学习者，助力于职业发展的自信心。本课程将为学员打下坚实的基础，让他们在未来能在统计分析领域如鱼得水。
The objective of this training program is to help trainees to master all the skills that are required to work with Minitab. The training program will help the trainee to perform all the statistical analysis with Minitab. It is also intended to make the trainees cover all the topics that fall under the domain of Minitab. Topics like Minitab GUI and Descriptive Statistics, Statistical Analysis using Minitab, Correlation Techniques in Minitab and Predictive Modeling using Excel will be covered in this training module and Project on Data Analytics using Minitab and Project on Minitab - Regression Modeling will be covered in the project module. The goal of this course is to help an individual to achieve knowledge of working with Minitab to perform time series analysis and forecasting of data in all sorts of statistics based problems. It will help all the interested trainees who are willing to extend their knowledge base concerned with Data analytics. This training will also assist the trainees to understand the sort of problems that could be resolved using this. After the finishing of the course, the trainee will advance with the skills needed for time series analysis and forecasting of data.To understand the meaning of the "name" of the course, let us break down the curse and understand them word by word so that the intent of the course would be clear to our learners and we would set an expectation for our learners who would be pursuing the course. Let us start to understand what Minitab is. Minitab is a software used in use cases of statistics. Minitab, as the software is capable of data analysis, pattern detection through statistics, data crunching. Most of the calculation is automated, and graphs are generated as per the functionality required by the analyst working on the use cases. For this course specifically, we would be exploiting the use of Minitab for Time Series Analysis and Forecasting.Now, let us understand what time series analysis is. Time series data is a collection of data over some time or interval. The data when captured over time typically might have some internal structure, for example, autocorrelation, trends, seasonality, stationarity, and many such fundamentals. For example, let us think about the sales of umbrellas or raincoats. We can see that in the selling of these items we might encounter a seasonality aspect, that they might be sold high during the onset of the rainy season. Also, we can see that the data itself might auto-correlate itself to the promos that might have been set by some stores, online or offline, and many more such intricate detailing through the understanding of time series analysis fundamentals.Now when we know how to analyze the time series it becomes pretty evident that what exactly to do with the studies or hypothesis we developed as a part of the study. The answer lies in prediction! We would understand the fundamentals through historical time series data and then utilize that deep insight to predict or forecast for the future. In this way, we would be able to capture the historical trends and seasonality and utilize them to have a better insight into what's in store in the future.This course is a collection of well-crafted tutorials or topics we would naturally go about if we must fully understand the topic of time series analysis and forecasting. This course will allow you to get a sense of what is lying in the basket of time series analysis in the professional project which you would encounter as soon as you take up the project in your organization. This course makes you reach that level of being the "handful" of people who are capable of cracking even the toughest nut in the professional world.This confidence you build in the course of this training will go a long way in not only analyzing the sense of time series data but also give you the capability to mentor people who would have just started their track on time series analysis. This course doesn't differentiate between a beginner or an advanced learner. We have to learn for everyone who is here to expand their horizon of knowledge. Lastly, we would like to mention that this course will lay a strong foundation in time series analysis so that you would be able to build a strong mansion on this foundation layer.
