贝叶斯统计课程可以帮助您学习概率分布、贝叶斯推断和统计建模。您可以培养假设检验、预测解析和不确定性下决策的技能。许多课程都会介绍 R、Python 和 Stan 等工具,这些工具常用于实现贝叶斯方法和分析数据。您还将探索马尔可夫链蒙特卡洛(MCMC)技术和贝叶斯网络等概念,掌握各领域数据驱动决策的实用知识。

Duke University
您将获得的技能: NumPy, Data Structures, Data Analysis, Object Oriented Programming (OOP), Exploratory Data Analysis, Image Analysis, Data Science, Data Transformation, Data Manipulation, Big Data, Performance Tuning, Python Programming, Data Import/Export
初级 · 课程 · 1-4 周

您将获得的技能: Model Evaluation, Applied Machine Learning, Data Preprocessing, Classification Algorithms, Random Forest Algorithm, Data Transformation, Regression Analysis, Feature Engineering, Decision Tree Learning, Machine Learning, Exploratory Data Analysis
初级 · 指导项目 · 不超过 2 小时

您将获得的技能: Pandas (Python Package), Data Manipulation, Jupyter, Exploratory Data Analysis, Python Programming, Computational Logic
初级 · 指导项目 · 不超过 2 小时

Coursera
您将获得的技能: 机器学习, 数据叙事, 商业智能, 负责任的人工智能, 探索性数据分析, 数据驱动的决策制定, 数据扫盲, 生成式人工智能, 项目实施, 商业分析, 数据伦理, 业务流程自动化
中级 · 课程 · 1-4 周

University of Pennsylvania
您将获得的技能: Statistical Machine Learning, Model Evaluation, Statistical Methods, Logistic Regression, Python Programming, Supervised Learning, Machine Learning Methods, Machine Learning, Classification Algorithms, Regression Analysis, Statistical Analysis, Applied Machine Learning, Data Science, Probability & Statistics, Dimensionality Reduction, Statistical Hypothesis Testing, Feature Engineering
中级 · 课程 · 1-4 周

您将获得的技能: Geographic Information Systems, Geospatial Information and Technology, Geospatial Mapping, Spatial Data Analysis, Spatial Analysis, Global Positioning Systems, Data Analysis
中级 · 课程 · 1-4 周

American Psychological Association
您将获得的技能: Box Plots, Descriptive Statistics, Histogram, Probability & Statistics, Exploratory Data Analysis, Graphing, Variance Analysis, Statistical Visualization, Statistical Analysis, Data Analysis, Analytical Skills
初级 · 课程 · 1-3 个月

Coursera
您将获得的技能: Target Audience, Social Media Marketing, Social Media Campaigns, Online Advertising, Social Media, Web Analytics
初级 · 指导项目 · 不超过 2 小时

您将获得的技能: Exploratory Data Analysis, Seaborn, Plotly, Data Visualization, Data Visualization Software, Interactive Data Visualization, Data Analysis, Python Programming, Predictive Modeling, Data Science, Jupyter, Cloud Applications
中级 · 指导项目 · 不超过 2 小时
Duke University
您将获得的技能: Data-Driven Decision-Making, Logistic Regression, Statistical Modeling, Model Evaluation, Predictive Modeling, Regression Analysis, R Programming, Statistics, Data Analysis, Probability & Statistics, Statistical Inference
初级 · 课程 · 1-4 周

Illinois Tech
您将获得的技能: NoSQL, Big Data, Model Evaluation, Apache Hadoop, Recurrent Neural Networks (RNNs), Deep Learning, Statistical Analysis, Data Visualization, Data Analysis, Exploratory Data Analysis, Apache Spark, Generative AI, Convolutional Neural Networks, Transfer Learning, Data Infrastructure, Data Cleansing, Real Time Data, Apache Kafka, Data Management, Machine Learning
攻读学位
中级 · 专项课程 · 3-6 个月

您将获得的技能: Rmarkdown, Knitr, Exploratory Data Analysis, Dimensionality Reduction, Ggplot2, Plotly, Data Visualization, Data Visualization Software, Statistical Visualization, Data Storytelling, Statistical Analysis, Generative AI, R Programming, Correlation Analysis, Data Analysis, Tidyverse (R Package), Scatter Plots, Descriptive Statistics, Data Cleansing, Data Preprocessing
初级 · 课程 · 1-3 个月