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所在平台: Udemy |
课程主页: https://www.udemy.com/course/learning-predictive-analytics-with-python/
课程评论：没有评论
课程名称：使用Python学习预测分析 课程概述： 本课程旨在介绍预测分析的基础知识，涉及统计技术、机器学习算法和数据挖掘，以分析历史数据并预测未来事件或趋势。预测分析帮助组织识别模式、理解趋势并预测结果，从而促进更好的决策和更高效的操作。该方法广泛应用于金融、医疗、营销和制造等多个行业。通过应用预测分析，组织能够洞察客户行为、优化营销活动、检测欺诈和改善供应链管理等。 课程内容包括： 1. 预测分析的基本概念。 2. Python语言和面向对象编程的基础知识。 3. Python内置数据类型（如列表、字典、元组、集合、字符串）的功能。 4. 列表推导、lambda函数和装饰器的使用。 5. 用Python进行面向对象编程。 6. 基于所学知识构建应用程序。 7. 使用随机森林算法建立预测模型，以预测两个宝可梦中的赢家。 需要注意的是，本课程不涵盖所有网页开发的概念（虽然我们有其他课程会对此进行讨论），但它确实涵盖了数据科学和机器学习的基础知识。对于初学者来说，课程旨在提供清晰的基本理解，以帮助建立坚实的知识基础。
Hi all,Predictive analytics is a branch of advanced analytics that uses statistical techniques, machine learning algorithms, and data mining to analyze historical data and make predictions about future events or trends. It helps organizations to identify patterns, understand trends, and anticipate outcomes, which can lead to better decision-making and more efficient operations. Predictive analytics is used in a variety of industries, including finance, healthcare, marketing, and manufacturing. By using predictive analytics, organizations can gain insights into customer behaviour, optimize marketing campaigns, detect fraud, and improve supply chain management, among other benefits.In this course, we will be covering all the important basics of Predictive analytics and then we will start with all the important concepts about Python and Object Oriented Programming. Python is a general-purpose language used in major areas like data science, machine learning and web development.This course covers almost all the essential concepts of Python. As a beginner, it is essential to have a basic clear and thorough understanding of the concepts. This course focuses on these points and we have tried our best to deliver it in a way which will help you to get the basics right as well as concepts clear.The key concepts covered in this course are:1. Built-in data types like list, dictionary, tuple, set, string with their functionalities.2. List comprehension, lambda function and decorators in Python3. Object-oriented programming in Python4. Creating an application using all the learned concepts5. Predictive Analytics6. A predictive model using Random Forest Algorithm to predict a winner between two given pokemon.Does this course cover all the concepts of Data Science and Web development?I will be honest with you, the course does not cover all the concepts of Web Development (although we have different courses for that we will discuss it some other day), however, it does cover about basics of Data Science and Machine Learning.
