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: Model Context Protocol, Load Balancing, Containerization, Docker (Software), Model Deployment, Restful API, API Design, Application Programming Interface (API), Authentications, Application Deployment, Tool Calling, Scalability, Performance Tuning, Data Validation
中级 · 课程 · 1-4 周

Pragmatic AI Labs
您将获得的技能: Model Deployment, MLOps (Machine Learning Operations), Hugging Face, Model Optimization, Rust (Programming Language), Application Deployment, CI/CD, LLM Application, AI Security, Performance Tuning, Large Language Modeling, Performance Testing, Cryptographic Protocols, Python Programming
中级 · 课程 · 1-4 周

Pragmatic AI Labs
您将获得的技能: Fine-tuning, Hugging Face, Model Training, Large Language Modeling, Transfer Learning, Rust (Programming Language), Data Validation, Model Optimization, Model Deployment, Generative AI, Verification And Validation, System Requirements, Model Evaluation, Generative Model Architectures, Hardware Architecture, Data Quality, Data Compilation
高级设置 · 课程 · 1-4 周

Google Cloud
您将获得的技能: Google Cloud Platform, Cloud Infrastructure, Kubernetes, Cloud Deployment, Infrastructure As A Service (IaaS), Model Deployment, Network Performance Management, Application Deployment, Model Optimization, Cloud Engineering, Containerization, Performance Tuning, Network Planning And Design, Distributed Computing, System Configuration, Computer Hardware
中级 · 课程 · 1-3 个月

您将获得的技能: Sampling (Statistics), Data Mining, Statistical Hypothesis Testing, Probability, Statistical Machine Learning, Probability & Statistics, Linear Algebra, Statistical Methods, Statistical Analysis, Statistical Inference, Data Analysis, Probability Distribution, Data Science, Statistics, Machine Learning Methods, Applied Machine Learning, Unsupervised Learning, Machine Learning Algorithms, Machine Learning, Supervised Learning
混合 · 课程 · 1-4 周
您将获得的技能: AI Security, Threat Modeling, MITRE ATT&CK Framework, Security Controls, MLOps (Machine Learning Operations), Secure Coding, Security Testing, Threat Management, Model Deployment, Data Security, Model Training, Artificial Intelligence and Machine Learning (AI/ML), Vulnerability Assessments, Application Lifecycle Management, Data Integrity
中级 · 课程 · 1-4 周

您将获得的技能: Statistical Hypothesis Testing, LangChain, AI Orchestration, Generative AI Agents, CrewAI, Statistical Methods, Agentic Workflows, Statistical Analysis, Data Transformation, Agentic systems, Statistical Inference, Business Intelligence, Key Performance Indicators (KPIs), Data-Driven Decision-Making, Performance Metric, Descriptive Analytics, Data Analysis, Correlation Analysis, Event Monitoring
中级 · 课程 · 1-4 周

Google Cloud
您将获得的技能: Big Data, Analytics, Data Analysis, Applied Machine Learning, Model Training, MLOps (Machine Learning Operations), Data-Driven Decision-Making, Google Cloud Platform, Model Deployment, Machine Learning
初级 · 课程 · 1-4 周

Coursera
您将获得的技能: MLOps (Machine Learning Operations), Model Optimization, Version Control, Model Deployment, CI/CD, Git (Version Control System), Continuous Deployment, Performance Tuning, Continuous Integration, Software Versioning, Release Management, Continuous Delivery, Performance Testing, PyTorch (Machine Learning Library), Test Automation, Performance Improvement
中级 · 课程 · 1-4 周

Google Cloud
您将获得的技能: Analytics, Data Analysis, Applied Machine Learning, Model Training, Statistical Inference, Google Cloud Platform, Machine Learning Methods, SQL
初级 · 课程 · 1-4 周
您将获得的技能: MLOps (Machine Learning Operations), Model Deployment, Containerization, Model Optimization, Performance Tuning, Memory Management, Docker (Software), Java, Java Programming, Artificial Intelligence and Machine Learning (AI/ML), Analysis, Data Structures
高级设置 · 课程 · 1-4 周

您将获得的技能: Estimation, Decision Making, Data-Driven Decision-Making, Data Literacy, Statistics, Plot (Graphics), Descriptive Analytics, Business Analytics, Data Visualization, Data Analysis Software, Statistical Software, Advanced Analytics, Data Preprocessing, Data Cleansing, Graphing
初级 · 课程 · 1-4 周