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所在平台: Udemy |
课程主页: https://www.udemy.com/course/a-deep-dive-into-statistical-forecasting/
课程评论:没有评论
**课程名称:** 深度解析预测:Excel与R实战 **课程概览:** 本课程旨在全面教授最新的统计预测技术和趋势,帮助您掌握高效的预测方法。课程从基础概念入手,逐步深入。首先,您将在Excel中学习预测的基本原理和可视化方法,然后将技能迁移到更强大的R语言环境中。 **核心内容:** * **时间序列分析:** * 时间序列分解 (Excel & R) * 单变量时间序列分析 (Excel & R) * 双变量分析与自相关 (Excel & R) * **平滑与趋势:** * 使用双重和中心移动平均法平滑时间序列并提取趋势 * 季节性调整时间序列 * **Excel预测实战:** * 简单及复杂预测 * 使用转换减少方差 * 生成与校准预测 * **R语言预测进阶:** * 作为日常预测工具学习R语言 * 利用Fable包进行高级预测方法和聚合 * 使用Forecast包对ARIMA模型进行网格搜索 * 通过两行代码应用不同的模型工作流程 * 校准预测方法 * 应用自下而上、中间到顶、自顶向下等层级时间序列方法 * R-Fable新方法进行聚合 * 使用Fable为大量(如10000个)时间序列生成预测 * **机器学习预测 (新增章节,2023年8月):** 涵盖最新的机器学习预测技术。 **课程特色:** * **零基础到精通:** 适合所有水平的学习者,从基础概念到高级应用。 * **Excel先行:** 先在Excel中理解概念,再用R语言进行扩展和深化。 * **实战导向:** 强调理论与实践相结合,通过实际操作巩固技能。 * **全面工具箱:** 帮助您建立一个可靠的预测技能工具箱。 **谁适合这门课程:** 任何需要理解和应用预测方法的人,包括但不限于市场营销、运营、金融、供应链规划等领域的专业人士。 **课程价值:** 预测不仅是规划的基石,还在可持续发展和资源节约方面发挥着重要作用。掌握预测技能,能够帮助企业优化价值链,实现降本增效。
update: machine learning forecasting is added as the last chapter (Aug 2023)Hello:)Forecasting has been around for 1000s of years. it stems from our need to plan so we can have some direction for the future. We can consider forecasting as the stepping stone for planning. and that's why it is as important as ever to have good forecasters in institutions, supply chains, companies, and businesses. With the ever-growing concerns of sustainability and Carbon-footprint. Would you believe it? a good forecast actually contributes to saving resources through the value chain and actually saving the planet. one forecaster at a time. needless to mention, forecasting is integral in marketing, operations, finance, and planning for supply chains. Pretty much everythingThis course is aimed to orient you to the latest statistical forecasting techniques and trends. but first, we need to understand how forecasting works and the reasoning behind statistical methods, and when each method is suitable to be used. that's why we start first with excel and we scale with R. "Don't worry if you don't know R, Crash fundamental sections are included!.the course is for all levels because we start from Zero to Hero in Forecasting.in this course we will learn and apply:1- Time Series Decomposition in Excel and R.2- Univariate analysis for time series in Excel and R.3- Bivariate analysis and auto-correlation in Excel and R.4- Smoothing the time series and getting the Trend with Double and centered moving average.5- seasonally adjusting the time series.6- Simple and complex forecasts in Excel.7- Use transformations to reduce the variance while forecasting.8-Generating and Calibrating Forecasting in Excel.9- Learning R and using it as an everyday tool for forecasting.10- Using the Fable Package for advanced forecasting methods and aggregations.11- Using Forecast package for grid search on ARIMA.12- Applying a workflow of different models in two lines of code.13- Calibirating forecasting methods.14- Applying Hierarchical time series with Bottom-up, middle out, and Top-down Approaches.16- Use the new R-Fable reconciliation method for aggregation.15- Using Fable to generate forecasts for 10000 time-series and much more!! *NOTE: Many of the concepts and analysis I explain first in excel as I find excel the best way to first explain a concept and then we scale up, improve and generalize with R. By the end of this course, you will have an exciting set of skills and a toolbox you can always rely on when tackling forecasting challenges. Happy Forecasting!HaythamRescale AnalyticsFeedback from Clients and Training:"In Q4 2018, I was fortunate to find an opportunity to learn R in Dubai, after hearing about it from indirect references in UK.I attended a Supply Chain Forecasting & Demand Planning Masterclass conducted by Haitham Omar and the possibilities seemed endless. So, we requested Haitham to conduct a 5-day workshop in our office to train 8 staff members, which opened us up as a team to deeper data analysis. Today, we have gone a step further and retained Haitham, as a consultant, to take our data analysis to the next level and to help us implement inventory guidelines for our business. The above progression of our actions is a clear indication of the capabilities of Haitham as a specialist in R and in data analytics, demand planning, and inventory management."Shailesh MendoncaCommercial lead-in Adventure AHQ- Sharaf Group" Haytham mentored me in my Role of Head of Supply Chain efficiency. He is extremely knowledgebase about the supply concepts, latest trends, and benchmarks in the supply chain world. Haytham's analytics-driven approach was very helpful for me to recommend and implement significant changes to our supply chain at Aster group"Saify NaqviHead of Supply Chain Efficiency"I participated to the training session called "Supply Chain Forecasting & Management" on December 22nd 2018. This training helped me a lot in my daily work since I am working in Purchase Dpt. Haytham has the pedagogy to explain us very difficult calculations and formula in a simple way. I highly recommend this training."Djamel BOUREMIZPurchasing Manager at Mineral Circles Bearings