因果推论课程可以帮助您学习统计技术、实验设计和观察研究方法。您可以掌握识别因果关系、分析 Data Set 和解释结果的技能,为决策提供依据。许多课程都会介绍 R、Python 等工具以及进行因果分析的专项软件,使您能够在公共卫生、经济学和社会科学等现实世界中应用这些技能。

您将获得的技能: Supervised Learning, Computer Vision, Recurrent Neural Networks (RNNs), Machine Learning Methods, Convolutional Neural Networks, Plot (Graphics), Matplotlib, Data Visualization, Probability & Statistics, Deep Learning, AI Personalization, Classification Algorithms, Artificial Intelligence, Plotly, Statistical Analysis, Statistical Methods, Machine Learning, Applied Machine Learning, Digital Signal Processing, Statistical Inference
中级 · 专项课程 · 3-6 个月

University of Colorado Boulder
您将获得的技能: Data Science, Model Evaluation, Statistical Machine Learning, Dimensionality Reduction, Statistical Modeling, Statistical Analysis, Sampling (Statistics), Statistical Methods, Regression Analysis, Statistical Inference, Machine Learning Methods, Statistics, Model Optimization, Applied Mathematics
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中级 · 课程 · 1-3 个月

Vanderbilt University
您将获得的技能: Statistical Methods, AI literacy, Statistical Analysis, Data Literacy, Data Visualization, Generative AI, Statistical Visualization, Statistical Hypothesis Testing, Data Presentation, Data Storytelling, Box Plots, Data Analysis, Probability & Statistics, Plot (Graphics), Data-Driven Decision-Making, Exploratory Data Analysis, Artificial Intelligence, Histogram, Technical Communication, Statistical Inference
初级 · 课程 · 1-4 周

Johns Hopkins University
您将获得的技能: Network Analysis, R Programming, Statistical Analysis, Regression Analysis, Statistical Modeling, Statistical Methods, Combinatorics, Bayesian Network, Applied Machine Learning, Statistical Hypothesis Testing, Statistical Programming, Data Analysis, R (Software), Probability, Probability Distribution, Probability & Statistics, Bayesian Statistics, Social Network Analysis, Simulations, Statistical Software
中级 · 专项课程 · 3-6 个月
University of Michigan
您将获得的技能: Statistical Modeling, Statistics, Regression Analysis, Statistical Methods, Sampling (Statistics), Statistical Inference, Probability & Statistics, Correlation Analysis, Data Analysis, Statistical Analysis, Statistical Software, Statistical Hypothesis Testing, Predictive Modeling
中级 · 课程 · 1-4 周

University of Colorado System
您将获得的技能: Bayesian Network, Numerical Analysis, Markov Model, Estimation, Simulations, Integral Calculus, Matlab, Mathematical Modeling, Applied Mathematics, Engineering Analysis, Algorithms
中级 · 课程 · 1-4 周

Illinois Tech
您将获得的技能: 统计分析, 统计假设检验, 统计建模, 绘图(图形), R 程序设计, 模型评估, 相关性分析, 回归分析, Model Evaluation, 数据转换, 验证和确认, 统计推理, 统计方法, 散点图, 功能工程
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中级 · 课程 · 1-4 周

National Taiwan University
您将获得的技能: Exploratory Data Analysis, Regression Analysis, R Programming, Statistical Analysis, R (Software), Statistical Modeling, Business Analytics, Analytics, Data Analysis, Statistics, Statistical Methods, Statistical Inference, Data Transformation, Estimation, Model Evaluation
中级 · 课程 · 1-3 个月

University of Michigan
您将获得的技能: NumPy, Debugging, Pandas (Python Package), Statistics, Correlation Analysis, Data Analysis, Statistical Programming, Descriptive Statistics, Exploratory Data Analysis, Data Wrangling, Data Preprocessing, LLM Application, Data-oriented programming, Code Reusability, Data Transformation, Numerical Analysis, Critical Thinking, Functional Design
中级 · 专项课程 · 3-6 个月

University of Colorado System
您将获得的技能: Markov Model, Estimation, Mathematical Modeling, Correlation Analysis, Matlab, Linear Algebra, Predictive Analytics, Numerical Analysis, Applied Mathematics, Time Series Analysis and Forecasting, Probability Distribution, Statistical Inference, Probability & Statistics
中级 · 课程 · 1-4 周

Illinois Tech
您将获得的技能: 数据科学, 统计分析, 数据分析, 无监督学习, 机器学习方法, 机器学习, 机器学习算法, 贝叶斯统计, 逻辑回归, 监督学习, 应用机器学习, 统计建模, 统计资料, 统计机器学习, 模型评估, Model Evaluation, 回归分析, 统计编程, 预测建模, 统计方法, 统计推理
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中级 · 课程 · 1-3 个月

您将获得的技能: Root Cause Analysis, Correlation Analysis, Regression Analysis, Statistical Methods, Statistics, Data Collection, Descriptive Statistics, Statistical Hypothesis Testing, Data Literacy, Probability & Statistics, Statistical Analysis, Process Analysis, Six Sigma Methodology, Lean Six Sigma, Quantitative Research, Business Process Improvement, Data Analysis, Process Improvement, Statistical Inference, Operational Efficiency
初级 · 课程 · 1-4 周