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所在平台: Udemy |
课程主页: https://www.udemy.com/course/iot-data-analytics/
课程评论：没有评论
**课程名称：** 物联网数据分析 (IoT Data Analytics) **课程概述：** 本课程是一门从零开始学习物联网 (IoT) 和数据分析的实践课程。您将学习如何编程 NodeMCU (ESP8266)，采集数据，并进行数据分析。随着物联网设备的爆炸式增长，连接、收集、存储和分析设备数据的解决方案变得日益重要。原始数据往往价值有限，需要经过处理和转换才能成为有用的信息。 在本课程中，您将学习如何采集和分析传感器数据，包括数据处理、数据可视化以及用于预测性分析的机器学习算法。 **课程内容涵盖：** * 物联网 (IoT) 入门 * Arduino 编程入门 * 掌握 NodeMCU (ESP8266 物联网开发板) * 本地传感器数据采集 * 将传感器数据发送至物联网云平台 (Thingspeak) * MATLAB 简介 * 数据分析 * 数据可视化 * 机器学习 **项目实践：** 课程包含五个以上的物联网和数据分析实践项目，帮助您巩固所学技能，包括： * 将光照传感器值发送至物联网云 * 将温湿度传感器值发送至物联网云 * 传感器数据可视化 * 基于 Z-Score 分析的异常检测实现节能 * 温湿度相关性分析与回归 * 基于多项式回归的温度预测 **学习收获：** * 能够构建用于传感器数据采集的物联网项目。 * 应用机器学习和统计学基础知识，从物联网数据中提取价值。 * 理解物联网数据在不同商业场景中的应用。
Welcome to IoT Data Analytics Course. This is practical course to learn IoT and Data Analytics from the beginning. Learn how to program NOdeMCU (ESP8266), collecting data and data analysis.There are billions of devices in homes, industries, cities, hospitals, cars, and thousands of other places. With the rapid increase of devices, you increasingly need solutions to connect them, and collect, store, and analyze device data. Data in its raw form is not always useful. Data need to be processed to transform into information. In this course, you will learn how to collect and analyse sensor data. You will learn, data processing, data visualization and machine learning algorithms for predictive analytics. The following are the various topics covered in this training:Introduction to Internet of Things (IoT)Getting started with Arduino ProgrammingLearn to work with NodeMCU (ESP8266 based IoT Board)Collecting Data from sensors locallySending Sensor Data to IoT Cloud (Thingspeak)Introduction to MATLABData AnalysisData VisualizationMachine LearningYou'll get to practice the skills learned during the training, by doing more than five projects on Internet of Things (IoT) and Data analytics. Hands on ProjectsSending Light Sensor Values to IoT CloudSending Temperature and Humidity Values to IoT CloudSensor Data VisualizationEnergy savings with Anomaly Detection using Z-Score AnalysisCorrelation between Temperature and Humidity and RegressionTemperature Prediction using Polynomial RegressionWhat am I going to get from this course?Build IoT projects for sensor data collectionApply the fundamentals of machine learning and statistics to extract value from IoT dataUnderstand different business use-cases for IoT data
