Python Data Products for Predictive Analytics Specialization

所在平台: Coursera专项课程

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大学或机构: CourseraNew

课程主页: https://www.coursera.org/specializations/python-data-products-for-predictive-analytics

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课程简介

课程名称:用于预测分析的Python数据产品专业化 课程概述: Python数据产品正在推动人工智能的革命。顶尖公司如Google、Facebook和Netflix利用预测分析来提升我们日常使用的产品和服务。通过加州大学圣迭戈分校(UC San Diego)提供的这门四门课程的专业化课程,您将提升Python技能,学习使用数据驱动的系统进行准确预测并部署机器学习模型。 本专业适合已经掌握Python基础的学习者。课程开始时,您将创建首个数据策略;接着,您将开发统计模型,设计数据驱动的工作流程,并学习为多种商业及研究目标进行有效的预测。最后,您将运用设计思维方法和数据科学技术,从各种数据源中挖掘有价值的见解。这是掌握技术行业最需要技能的绝佳机会。 这门课程由Ilkay Altintas博士及朱利安·麦考利教授授课。Altintas博士是数据科学领域的知名专家,同时也是广受欢迎的Coursera大数据专业化课程的设计者之一,她已经帮助数以万计的学习者从庞大的数据集中提取价值。 课程简介: 1. **基本数据处理与可视化** 描述:由加州大学圣迭戈分校提供。此课程为四门课程专业化的第一门。 课程链接:[查看课程](https://www.coursera.org/learn/basic-data-processing-visualization-python) 2. **数据产品的设计思维与预测分析** 描述:由加州大学圣迭戈分校提供。此课程为四门课程专业化的第二门。 课程链接:[查看课程](https://www.coursera.org/learn/design-thinking-predictive-analytics-data-products) 3. **有意义的预测建模** 描述:由加州大学圣迭戈分校提供。本课程将帮助您评估和比较之前开发的模型。 课程链接:[查看课程](https://www.coursera.org/learn/meaningful-predictive-modeling) 4. **机器学习模型的部署** 描述:由加州大学圣迭戈分校提供。在本课程中,我们将学习推荐系统(在Capstone项目中进行研究)。 课程链接:[查看课程](https://www.coursera.org/learn/deploying-machine-learning-models)

课程大纲

Course Link: https://www.coursera.org/learn/basic-data-processing-visualization-python

Name:Basic Data Processing and Visualization

Description:Offered by University of California San Diego. This is the first course in the four-course specialization Python Data Products for ... Enroll for free.

Course Link: https://www.coursera.org/learn/design-thinking-predictive-analytics-data-products

Name:Design Thinking and Predictive Analytics for Data Products

Description:Offered by University of California San Diego. This is the second course in the four-course specialization Python Data Products for ... Enroll for free.

Course Link: https://www.coursera.org/learn/meaningful-predictive-modeling

Name:Meaningful Predictive Modeling

Description:Offered by University of California San Diego. This course will help us to evaluate and compare the models we have developed in previous ... Enroll for free.

Course Link: https://www.coursera.org/learn/deploying-machine-learning-models

Name:Deploying Machine Learning Models

Description:Offered by University of California San Diego. In this course we will learn about Recommender Systems (which we will study for the Capstone ... Enroll for free.

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课程详情

Python data products are powering the AI revolution. Top companies like Google, Facebook, and Netflix use predictive analytics to improve the products and services we use every day. Take your Python skills to the next level and learn to make accurate predictions with data-driven systems and deploy machine learning models with this four-course Specialization from UC San Diego. This Specialization is for learners who are proficient with the basics of Python. You’ll start by creating your first data strategy. You’ll also develop statistical models, devise data-driven workflows, and learn to make meaningful predictions for a wide-range of business and research purposes. Finally, you’ll use design thinking methodology and data science techniques to extract insights from a wide range of data sources. This is your chance to master one of the technology industry’s most in-demand skills. Python Data Products for Predictive Analytics is taught by Professor Ilkay Altintas, Ph.D. and Julian McAuley. Dr. Alintas is a prominent figure in the data science community and the designer of the highly-popular Big Data Specialization on Coursera. She has helped educate hundreds of thousands of learners on how to unlock value from massive datasets.

用于预测分析专业化的Python数据产品:Python数据产品正在推动AI革命。像Google,Facebook和Netflix这样的顶级公司都使用预测分析来改善我们每天使用的产品和服务。通过UC San Diego的四门专业课程,将您的Python技能提高到一个新的水平,学习使用数据驱动的系统做出准确的预测并部署机器学习模型。 本专业适用于精通Python基础知识的学习者。首先,您将创建第一个数据策略。您还将开发统计模型,设计数据驱动的工作流程,并学习为各种业务和研究目的做出有意义的预测。最后,您将使用设计思维方法论和数据科学技术来从各种数据源中提取见解。这是您掌握技术行业最需要的技能之一的机会。 Ilkay Altintas教授教授用于预测分析的Python数据产品。和朱利安·麦考利(Julian McAuley)。 Alintas博士是数据科学界的杰出人物,也是Coursera上备受欢迎的Big Data Specialization的设计师。她帮助教育了成千上万的学习者如何从海量数据集中释放价值。

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