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Google Advanced Data Analytics 专业证书

Google

Google Advanced Data Analytics 专业证书

Learn in-demand skills like statistical analysis, Python, regression models, and machine learning in less than 6 months.

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6 月 在 10 小时 一周
自行安排学习进度
攻读学位

您将学到什么

  • Explore the roles of data professionals within an organization

  • Create data visualizations and apply statistical methods to investigate data

  • Build regression and machine learning models to analyze and interpret data

  • Communicate insights from data analysis to stakeholders

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授课语言:英语(English)
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  • 通过 Google 获得雇主认可的证书
  • 获得热门工作职位的资格:高级数据分析师、初级数据科学家、数据科学分析师
75%
的证书课程毕业生报告称实现了职业发展
¹

专业认证 - 7门课程系列

Foundations of Data Science

Foundations of Data Science

第 1 门课程 20小时

您将学到什么

  • Understand common careers and industries that use advanced data analytics

  • Investigate the impact data analysis can have on decision-making

  • Explain how data professionals preserve data privacy and ethics 

  • Develop a project plan considering roles and responsibilities of team members

您将获得的技能

类别:Data Visualization Software
类别:Project Design
类别:Data Science
类别:Communication
类别:Data Ethics
类别:Workflow Management
类别:Analytics
类别:Stakeholder Communications
类别:Business Analytics
类别:Data Storytelling
类别:Project Management
类别:Data-Driven Decision-Making

您将学到什么

  • Apply the exploratory data analysis (EDA) process

  • Explore the benefits of structuring and cleaning data

  • Investigate raw data using Python

  • Create data visualizations using Tableau 

您将获得的技能

类别:Exploratory Data Analysis
类别:Data Visualization Software
类别:Data Validation
类别:Pandas (Python Package)
类别:Data Cleansing
类别:Tableau Software
类别:Data Storytelling
类别:Data Ethics
类别:Data Visualization
类别:Python Programming
类别:Data Manipulation
类别:Data Preprocessing
类别:Data Transformation
类别:Data Presentation
类别:Data Analysis
The Power of Statistics

The Power of Statistics

第 3 门课程 31小时

您将学到什么

  • Explore and summarize a dataset

  • Use probability distributions to model data

  • Conduct a hypothesis test to identify insights about data

  • Perform statistical analyses using Python 

您将获得的技能

类别:Descriptive Statistics
类别:Statistical Inference
类别:A/B Testing
类别:Probability Distribution
类别:Sampling (Statistics)
类别:Statistical Analysis
类别:Statistical Hypothesis Testing
类别:Probability
类别:Data Science
类别:Advanced Analytics
类别:Technical Communication
类别:Jupyter
类别:Python Programming
类别:Statistics
类别:Statistical Programming
类别:Data Analysis

您将学到什么

  • Investigate relationships in datasets

  • Identify regression model assumptions 

  • Perform linear and logistic regression using Python

  • Practice model evaluation and interpretation

您将获得的技能

类别:Regression Analysis
类别:Model Evaluation
类别:Logistic Regression
类别:Statistical Hypothesis Testing
类别:Correlation Analysis
类别:Predictive Modeling
类别:Statistical Analysis
类别:Statistical Modeling
类别:Advanced Analytics
类别:Predictive Analytics
类别:Data Analysis
类别:Variance Analysis
类别:Machine Learning
类别:Python Programming
The Nuts and Bolts of Machine Learning

The Nuts and Bolts of Machine Learning

第 5 门课程 34小时

您将学到什么

  • Identify characteristics of the different types of machine learning

  • Prepare data for machine learning models 

  • Build and evaluate supervised and unsupervised learning models using Python

  • Demonstrate proper model and metric selection for a machine learning algorithm

您将获得的技能

类别:Model Evaluation
类别:Supervised Learning
类别:Unsupervised Learning
类别:Random Forest Algorithm
类别:Decision Tree Learning
类别:Feature Engineering
类别:Classification Algorithms
类别:Machine Learning
类别:Python Programming
类别:Statistical Machine Learning
类别:Data Ethics
类别:Performance Tuning
类别:Advanced Analytics
Google Advanced Data Analytics Capstone

Google Advanced Data Analytics Capstone

第 6 门课程 6小时

您将学到什么

  • Examine data to identify patterns and trends

  • Build models using machine learning techniques

  • Create data visualizations

  • Explore career resources

您将获得的技能

类别:Data Science
类别:Advanced Analytics
类别:Project Design
类别:Predictive Modeling
类别:Analytical Skills
类别:Portfolio Management
类别:Data Storytelling
类别:Machine Learning Methods
类别:Business Analytics
类别:Machine Learning
类别:Data Analysis
类别:Python Programming
类别:Artificial Intelligence
类别:Statistical Analysis
类别:Statistical Methods
类别:Exploratory Data Analysis
类别:Data Visualization
类别:Regression Analysis
类别:Data Presentation
Accelerate Your Job Search with AI

Accelerate Your Job Search with AI

第 7 门课程 6小时

您将学到什么

  • Uncover your skills and explore new career possibilities, with support from tools like Career Dreamer.

  • Keep your applications organized with Google Sheets.

  • Build a stand out resume and a step-by-step job search plan—with help from Gemini.

  • Prepare for interviews and practice responding to questions using NotebookLM and Gemini Live.

您将获得的技能

类别:AI Enablement
类别:Applicant Tracking Systems
类别:Personal Attributes
类别:Communication
类别:Professional Development
类别:Google Gemini
类别:Problem Solving
类别:Interviewing Skills
类别:Generative AI

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人们为什么选择 Coursera 来帮助自己实现职业发展

Felipe M.

自 2018开始学习的学生
''能够按照自己的速度和节奏学习课程是一次很棒的经历。只要符合自己的时间表和心情,我就可以学习。'

Jennifer J.

自 2020开始学习的学生
''我直接将从课程中学到的概念和技能应用到一个令人兴奋的新工作项目中。'

Larry W.

自 2021开始学习的学生
''如果我的大学不提供我需要的主题课程,Coursera 便是最好的去处之一。'

Chaitanya A.

''学习不仅仅是在工作中做的更好:它远不止于此。Coursera 让我无限制地学习。'

²获得证书后 6 个月内即可实现职业提升(如获得新工作、晋升或加薪)。根据美国 2022 年研究生课程的调查结果。