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。

Duke University
您将获得的技能: Python 程序设计, 检索-增强生成, Prompt Engineering, 应用编程接口 (API), 应用程序部署, 模型部署, 风险管理框架, 大型语言模型, OpenAI 应用程序接口, LLM 申请, 嵌入, 微软 Azure, OpenAI
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, Statistical Modeling, Business Analytics, Analytics, Data Analysis, Statistics, Statistical Methods, Feature Engineering, Statistical Inference, Data Transformation, Model Evaluation
中级 · 课程 · 1-3 个月

您将获得的技能: Embedded Systems, Tensorflow, Data Preprocessing, Artificial Intelligence and Machine Learning (AI/ML), Artificial Neural Networks, Machine Learning Algorithms, Convolutional Neural Networks, Computer Vision, Deep Learning, Image Analysis, Machine Learning, Model Deployment, Model Evaluation, Performance Tuning
中级 · 课程 · 1-3 个月

Northeastern University
您将获得的技能: Generative AI, Generative Model Architectures, Convolutional Neural Networks, Artificial Neural Networks, Deep Learning, Bayesian Network, Machine Learning Methods, Mathematical Modeling, Estimation, Model Evaluation, Applied Mathematics, Dimensionality Reduction, Network Architecture, Probability & Statistics
中级 · 课程 · 1-4 周

Duke University
您将获得的技能: Exploratory Data Analysis, Sampling (Statistics), Probability, Probability Distribution, R (Software), Bayesian Statistics, Data Analysis, Statistics, R Programming, Descriptive Statistics, Statistical Inference
初级 · 课程 · 1-3 个月

您将获得的技能: Recurrent Neural Networks (RNNs), PyTorch (Machine Learning Library), Convolutional Neural Networks, Deep Learning, Classification Algorithms, Transfer Learning, Applied Machine Learning, Image Analysis, Model Evaluation, Artificial Neural Networks, Computer Vision, Data Preprocessing
中级 · 课程 · 1-3 个月

Duke University
您将获得的技能: Matplotlib, Data Visualization, Predictive Modeling, Pandas (Python Package), Data Visualization Software, Predictive Analytics, Regression Analysis, Data Analysis, Data Cleansing, Data Science, Machine Learning Algorithms, Statistical Inference, Statistical Modeling, Probability & Statistics, Classification Algorithms, Python Programming
中级 · 课程 · 1-4 周

Northeastern University
您将获得的技能: Statistical Hypothesis Testing, Statistical Inference, Sampling (Statistics), Statistical Reporting, Statistical Methods, Probability & Statistics, Statistical Analysis, Experimentation, Data Analysis, Data Presentation, Estimation
混合 · 课程 · 1-3 个月

Johns Hopkins University
您将获得的技能: Data Science, Data Management, Organizational Effectiveness, Data Analysis, Data-Driven Decision-Making, Project Design, Data Presentation, Exploratory Data Analysis, Machine Learning, Predictive Modeling, Statistical Inference
混合 · 课程 · 1-4 周

您将获得的技能: Predictive Modeling, Model Evaluation, Regression Analysis, Scikit Learn (Machine Learning Library), Probability & Statistics, Statistical Inference, Business Analytics, Data Analysis, Statistical Analysis, Probability Distribution, Estimation, Machine Learning
初级 · 课程 · 1-4 周
University of Michigan
您将获得的技能: R (Software), Model Evaluation, Statistical Modeling, Data Visualization, Data Wrangling, Data Manipulation, Correlation Analysis, Histogram, Data Analysis, Statistical Analysis, Biostatistics, Statistics, Scripting, Statistical Hypothesis Testing, Package and Software Management, Data Import/Export
初级 · 专项课程 · 1-3 个月

LearnKartS
您将获得的技能: AWS SageMaker, Data Preprocessing, Computer Vision, Natural Language Processing, Machine Learning, Data Wrangling, Reinforcement Learning, Artificial Intelligence, Model Deployment
初级 · 课程 · 1-4 周