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。

Coursera
您将获得的技能: Statistical Inference, Business Analytics, Data-Driven Decision-Making, Data Analysis, Regression Analysis, Estimation, Statistical Analysis, Statistical Methods, Correlation Analysis, Marketing Analytics, Data Validation, Program Evaluation
中级 · 课程 · 1-4 周

您将获得的技能: Advanced Analytics, Generative AI, Decision Intelligence, Data-Driven Marketing, Marketing Analytics, Analytics, Simulations, Applied Machine Learning, Operations Research, Analytical Skills, Model Optimization, Business Analytics, Risk Analysis, Process Optimization, Return On Investment, Machine Learning, Data Science, Reinforcement Learning, Business Strategy, Statistics
高级设置 · 课程 · 3-6 个月

您将获得的技能: Root Cause Analysis, Data Ethics, Responsible AI, Retrieval-Augmented Generation, LLM Application, Operations Research, General Data Protection Regulation (GDPR), Regulatory Compliance, Strategic Decision-Making, Apache Kafka, Pareto Chart, Operational Analysis, Decision Intelligence, Stakeholder Communications, Revenue Management, Large Language Modeling, Real Time Data, Information Privacy, Statistical Inference, Reinforcement Learning
中级 · 专项课程 · 3-6 个月

您将获得的技能: Descriptive Statistics, A/B Testing, Classification And Regression Tree (CART), Dashboard, Dashboard Creation, Model Evaluation, Model Deployment, Data-Driven Decision-Making, Risk Analysis, Histogram, Statistical Inference, Descriptive Analytics, Simulations, Predictive Modeling, Regression Analysis, Data Visualization, MLOps (Machine Learning Operations), Decision Making, Decision Tree Learning, Keras (Neural Network Library)
中级 · 专项课程 · 3-6 个月

您将获得的技能: Classification And Regression Tree (CART), Dashboard Creation, Dashboard, Decision Intelligence, Descriptive Statistics, Root Cause Analysis, Data Analysis, Predictive Modeling, Advanced Analytics, Tableau Software, Scikit Learn (Machine Learning Library), Model Deployment, Artificial Intelligence and Machine Learning (AI/ML), Natural Language Processing, Apache Spark, Keras (Neural Network Library), Retrieval-Augmented Generation, Reinforcement Learning, Apache Kafka, SQL
中级 · 专项课程 · 3-6 个月

您将获得的技能: Descriptive Statistics, Data Analysis, Predictive Modeling, Predictive Analytics, Data Literacy, Statistical Modeling, Business Analytics, Statistical Hypothesis Testing, Exploratory Data Analysis, Data-Driven Decision-Making, Customer Analysis, Statistical Machine Learning, Data Science, Model Evaluation, Scikit Learn (Machine Learning Library), Statistical Analysis, Feature Engineering, Data Visualization, Statistical Inference, Supervised Learning
中级 · 课程 · 1-3 个月

Johns Hopkins University
您将获得的技能: 数据科学, 线性代数, 统计假设检验, 统计分析, 回归分析, 数据分析, 数据建模, 生物统计学, 数学建模, 概率分布, 统计推理, 概率与统计, R 程序设计, 抽样(统计), 统计建模, 概率, 分析, 统计资料, 统计方法, 贝叶斯统计
高级设置 · 专项课程 · 3-6 个月

University of Colorado Boulder
您将获得的技能: Bayesian Network, Bayesian Statistics, Reinforcement Learning, Probability, Decision Intelligence, Probability Distribution, Markov Model, Agentic systems, Artificial Intelligence, Machine Learning Methods, Statistical Inference, Statistical Machine Learning, Time Series Analysis and Forecasting, Algorithms
中级 · 课程 · 1-3 个月

DeepLearning.AI
您将获得的技能: 模型优化, 线性代数, 降维, 数据转换, 统计假设检验, 描述性统计, 微积分, 数学软件, 应用数学, 机器学习方法, 统计推理, 概率与统计, 概率分布, 统计方法, 机器学习, 应用机器学习, 统计资料, 抽样(统计), 概率, 贝叶斯统计
中级 · 专项课程 · 1-3 个月

您将获得的技能: Bayesian Network, Bayesian Statistics, Network Model, Artificial Intelligence and Machine Learning (AI/ML), Decision Intelligence, Predictive Modeling, Markov Model, Statistical Modeling, Statistical Inference, Graph Theory, Sampling (Statistics), Algorithms
中级 · 课程 · 1-4 周

Coursera
您将获得的技能: Statistical Inference, Statistical Hypothesis Testing, Sample Size Determination, Statistical Analysis, Statistical Reporting, Statistics, Data Analysis, Statistical Methods, A/B Testing, Statistical Software, Estimation, Data-Driven Decision-Making, Conversion Funnel Analysis, Business Analysis, Stakeholder Communications, Decision Making
中级 · 课程 · 1-4 周

Edureka
您将获得的技能: 模型优化, 商业分析, Python 编程, 统计分析, 数据分析, 数据预处理, 分析, 机器学习方法, Scikit Learn(机器学习库), NumPy, 数据操作, Pandas(Python 软件包), 机器学习, 预测建模, 应用机器学习, 统计建模, 统计方法, 预测分析, 模型培训, 统计机器学习
中级 · 课程 · 1-3 个月