IBM Introduction to Machine Learning Specialization

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/ibm-intro-machine-learning

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课程简介

课程名称：IBM机器学习导论专业化 课程概述：本课程由IBM提供，主要介绍机器学习的基本概念和实用技巧。课程内容涵盖机器学习的主要主题，包括回归分析、分类、无监督学习、特征工程和探索性数据分析等。通过一系列在线学习模块，学生将能掌握监督学习和非监督学习的基本原理，以及数据分析和统计假设检验的方法。 课程大纲： 1. **探索性数据分析（Exploratory Data Analysis for Machine Learning）**：了解数据分析的基础，如何为机器学习做好准备。 - 课程链接：[探索性数据分析](https://www.coursera.org/learn/ibm-exploratory-data-analysis-for-machine-learning) 2. **监督机器学习：回归（Supervised Machine Learning: Regression）**：深入了解回归模型及其在监督学习中的应用。 - 课程链接：[监督学习：回归](https://www.coursera.org/learn/supervised-machine-learning-regression) 3. **监督机器学习：分类（Supervised Machine Learning: Classification）**：重点介绍分类模型，并学习如何在实际中应用这些模型。 - 课程链接：[监督学习：分类](https://www.coursera.org/learn/supervised-machine-learning-classification) 4. **无监督机器学习（Unsupervised Machine Learning）**：学习无监督学习的基本概念，并探索数据的潜在结构。 - 课程链接：[无监督学习](https://www.coursera.org/learn/ibm-unsupervised-machine-learning) 通过本课程，学生将获得机器学习的基础知识，以及相关技术的实用能力，适合希望进入数据科学和人工智能领域的初学者。

课程大纲

Course Link: https://www.coursera.org/learn/ibm-exploratory-data-analysis-for-machine-learning

Name:Exploratory Data Analysis for Machine Learning

Description:Offered by IBM. This first course in the IBM Machine Learning Professional Certificate introduces you to Machine Learning and the content of ... Enroll for free.

Course Link: https://www.coursera.org/learn/supervised-machine-learning-regression

Name:Supervised Machine Learning: Regression

Description:Offered by IBM. This course introduces you to one of the main types of modelling families of supervised Machine Learning: Regression. You ... Enroll for free.

Course Link: https://www.coursera.org/learn/supervised-machine-learning-classification

Name: Supervised Machine Learning: Classification

Description:Offered by IBM. This course introduces you to one of the main types of modeling families of supervised Machine Learning: Classification. You ... Enroll for free.

Course Link: https://www.coursera.org/learn/ibm-unsupervised-machine-learning

Name: Unsupervised Machine Learning

Description:Offered by IBM. This course introduces you to one of the main types of Machine Learning: Unsupervised Learning. You will learn how to find ... Enroll for free.

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