Coursera

Agentic AI Development & Security 专项课程

Coursera

Agentic AI Development & Security 专项课程

Build Secure, Scalable AI Agent Systems. Optimize and secure AI systems with advanced algorithms and enterprise security practices.

LearningMate

位教师:LearningMate

包含在 Coursera Plus

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4 周 完成
在 10 小时 一周
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4 周 完成
在 10 小时 一周
灵活的计划
自行安排学习进度

您将学到什么

  • Design and optimize reusable AI agent architectures using advanced algorithms and performance analysis

  • Implement comprehensive security controls including threat modeling, API protection, and vulnerability management

  • Build production-ready AI pipelines with testing frameworks, CI/CD integration, and ethical considerations

要了解的详细信息

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授课语言:英语(English)
最近已更新!

December 2025

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专业化 - 10门课程系列

Architect Reusable AI Agent Systems

Architect Reusable AI Agent Systems

第 1 门课程 3小时

您将学到什么

  • Design and implement reusable, modular AI agent systems by evaluating architectures and defining clear API contracts for core components.

您将获得的技能

类别:Agentic systems
类别:Maintainability
类别:API Design
类别:Systems Architecture
类别:Systems Design
类别:Solution Architecture

您将学到什么

  • Diagnose and resolve AI performance bottlenecks by applying advanced algorithms and computational complexity analysis to optimize agentic systems.

您将获得的技能

类别:Performance Analysis
类别:Agentic systems
类别:Performance Tuning
类别:Computational Logic
类别:Proposal Writing
类别:Computational Thinking
Hybrid AI Search Workflows

Hybrid AI Search Workflows

第 3 门课程 3小时

您将学到什么

  • Learners will build and assess hybrid AI workflows, integrating generative AI with automation, modularity, and CI/CD best practices.

您将获得的技能

类别:CI/CD
类别:Unit Testing
类别:Enterprise Architecture
类别:Generative Model Architectures
类别:Generative AI
类别:Software Development
类别:Retrieval-Augmented Generation
类别:Model Evaluation
类别:Software Architecture
类别:AI Workflows
Engineer & Explain AI Model Decisions

Engineer & Explain AI Model Decisions

第 4 门课程 4小时

您将学到什么

  • Learners will apply feature engineering and explainability to interpret AI model decisions, identify flaws, and build trustworthy systems.

您将获得的技能

类别:Data Cleansing
类别:Data Transformation
类别:Machine Learning
类别:Pandas (Python Package)
类别:Model Evaluation
类别:Data Wrangling
类别:Embeddings
类别:Decision Support Systems
类别:Data Preprocessing
类别:Responsible AI
类别:Performance Analysis
类别:Data Analysis
类别:Scikit Learn (Machine Learning Library)
类别:Feature Engineering
类别:Technical Communication
类别:Artificial Intelligence
类别:Predictive Modeling
类别:Debugging

您将学到什么

  • Build reusable ML pipelines. Analyze model trade-offs, ensure reproducibility, and apply best practices for maintainable AI systems.

您将获得的技能

类别:Scikit Learn (Machine Learning Library)
类别:Data Preprocessing
类别:Model Evaluation
类别:Large Language Modeling
类别:Version Control
类别:Model Deployment
Optimize Python for Agentic AI

Optimize Python for Agentic AI

第 6 门课程 2小时

您将学到什么

  • Refactor Python code for AI agents to improve readability and performance. Apply coding standards and use profiling to optimize bottlenecks.

您将获得的技能

类别:Performance Tuning
类别:Maintainability
类别:Artificial Intelligence
类别:Technical Writing
类别:Performance Analysis
类别:Software Architecture
类别:Python Programming
类别:Program Standards
Test and Secure Your AI Code

Test and Secure Your AI Code

第 7 门课程 2小时

您将学到什么

  • Evaluate AI code dependencies for security and compatibility, and design testing strategies to ensure long-term code quality and coverage.

您将获得的技能

类别:CI/CD
类别:Test Driven Development (TDD)
类别:Dependency Analysis
类别:Code Coverage
类别:Secure Coding
类别:Unit Testing
类别:Software Testing
类别:Test Automation
类别:AI Security
类别:Integration Testing
类别:Software Versioning
类别:Continuous Integration
类别:Large Language Modeling
类别:Vulnerability Assessments
类别:Continuous Deployment
类别:Vulnerability Scanning
Secure AI: API and Dependency Risks

Secure AI: API and Dependency Risks

第 8 门课程 2小时

您将学到什么

  • Implement security controls on AI service APIs and analyze dependency vulnerability reports to prioritize and execute remediation actions.

您将获得的技能

类别:Dependency Analysis
类别:Threat Management
类别:Vulnerability Management
类别:Supply Chain
类别:Security Testing
类别:Risk Analysis
类别:AI Security
类别:Vulnerability Assessments
类别:Open Web Application Security Project (OWASP)
类别:Data Validation
类别:Authentications
类别:Application Security
类别:API Design
类别:Application Programming Interface (API)
类别:Security Controls
Secure Your AI: Threat Modeling

Secure Your AI: Threat Modeling

第 9 门课程 2小时

您将学到什么

  • Learners will apply threat modeling and architectural analysis to select secret management solutions and mitigate risks in AI systems using STRIDE.

您将获得的技能

类别:Threat Modeling
类别:Cloud Services
类别:Data Flow Diagrams (DFDs)
类别:Threat Management
类别:Security Requirements Analysis
类别:AI Security
类别:Technical Communication
类别:Risk Analysis
类别:Key Management
类别:Security Engineering
类别:Technical Documentation
类别:Threat Detection
类别:Data Security
Design Ethical AI Rewards and Policies

Design Ethical AI Rewards and Policies

第 10 门课程 3小时

您将学到什么

  • Learners will apply reinforcement learning to design and validate reward functions while analyzing ethical and societal implications of AI decisions.

您将获得的技能

类别:Reinforcement Learning
类别:Artificial Intelligence and Machine Learning (AI/ML)
类别:Due Diligence
类别:Algorithms
类别:Policy Development
类别:Policy Analysis
类别:Risk Analysis
类别:Regulatory Compliance

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位教师

LearningMate
164 门课程 8,980 名学生

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