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  • Deep Dive: Boosting Developer Productivity with AI

    Deep dive into Artificial Intelligence to improve developer productivity

    About This Course

    AI holds tremendous potential and moves ahead at breakneck speed. One of the areas in which it shines is helping you increase your productivity as a developer, in and out of Visual Studio. In this deep dive course, which starts where the related getting started course stopped, you�ll learn how to do that. The course is focused on GitHub Copilot, but other assistants and approaches are also covered. You�ll learn how to use it in a variety of IDEs. You�ll learn how it can help write tests, optimise code, commit code, review PRs, and even iteratively help you implement a user story with Copilot Edits. After that, a substantial part of the course is dedicated to evaluating LLMs: you�ll get a taste of Mistral Large, Claude Sonnet, GPT4o and others. A variety of LLMs is then used to teach you advanced prompt engineering techniques to improve the results you�ll get. The final section of the course is about extension and AI agents: you�ll learn how to write your own agent that integrates with GitHub Copilot.

    Course Curriculum

    4h 55m 8 sections
    Welcome
    01:21 Free preview
    What will you learn in this course?
    02:27 Free preview
    Who is the course for and prerequisites
    01:14 Free preview
    Introduction
    00:40
    Positioning GitHub Copilot
    04:12
    Setting Up GitHub Copilot in VS Code
    01:45
    Working With GitHub Copilot in VS Code
    09:46
    Setting Up GitHub Copilot in JetBrains Rider
    02:13
    Working With GitHub Copilot in JetBrains Rider
    04:10
    Working With GitHub Copilot in the GitHub CLI
    07:20
    Working With GitHub Copilot in Other IDEs
    01:32
    Section Recap
    02:20
    Introduction
    01:13
    Getting to Know the Demo Codebase
    04:15
    Unit Tests, Integration Tests and End-to-End Tests
    03:24
    Generating Dummy Data
    13:58
    Generating and Running Unit Tests
    10:52
    Generating and Running Integration Tests
    15:43
    WebApplicationFactory: Integration Tests or End-to-End Tests?
    03:51
    Generating and Running End-to-End Tests
    08:03
    Generating Test Requests
    01:27
    Section Recap
    00:49
    Introduction
    00:46
    Improving Your Codebase
    09:23
    Working With Copilot Edits
    07:58
    Section Recap
    01:01
    Introduction
    00:32
    Committing Code and Creating Pull Requests in Visual Studio
    05:11
    Creating Pull Requests on GitHub
    06:54
    Section Recap
    01:04
    Introduction
    00:42
    LLMs, From Generic to Specific
    08:14
    How LLMs Are Rated
    10:16
    Should You Be Running Benchmarks Yourself?
    01:15
    Comparing Popular LLMs
    05:45
    Evaluating ChatGPT (GPT4o) for Development
    06:46
    Evaluating Mistral (Mistral Large) for Development
    06:04
    Evaluating Claude (Sonnet) for Development
    06:25
    Integrating Claude in Your IDE
    06:41
    Evaluating Amazon Q Developer for Development
    09:54
    Integrating With LLMs From Code
    02:05
    Section Recap
    02:37
    Introduction
    00:37
    Prompts, Prompt Engineering and the Lingo Problem
    04:41
    Manipulating LLM System Prompts
    04:46
    Zero-, One-, and Few-shot Prompting
    06:23
    Weighted Prompting
    03:08
    Chain-of-Thought (CoT) Prompting
    04:03
    Reasoning and Acting (ReAct) Prompting
    04:39
    Retrieval-augmented Generation (RAG) Prompting
    02:03
    Section Recap
    03:23
    Introduction
    01:18
    About AI Agents and Extensions
    01:58
    Discovering Extensions
    02:37
    Installing and Using an Extension
    02:39
    Creating an AI Agent with Retrieval-augmented Generation (RAG) Prompting Support
    04:28
    Creating a Custom AI Agent: Plumbing
    15:26
    Creating a Custom AI Agent: Implementation
    19:08
    Creating a Custom AI Agent: Tightening the Implementation
    10:02
    Section Recap
    01:41

    Meet Your Instructor

    Kevin Dockx

    Kevin Dockx

    Kevin is a freelance solution architect, author & consultant, living in Antwerp (Belgium). He started working in the IT sector over 20 years ago, and is an 11-time Microsoft MVP. He's focused on architecture & security for web applications & integration components, using .NET and Azure. He's a keen proponent of open-source software. Also: wine.

    View all courses by Kevin Dockx

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