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所在平台: Udemy |
课程主页: https://www.udemy.com/course/generative-ai-for-beginners-learning-with-demos/
课程评论：没有评论
课程名称：《生成式人工智能：从初学者到专业人士，使用Azure OpenAI》 课程概述：生成式人工智能是指能够根据所训练的数据生成新内容的人工智能技术，涵盖文本、图像、音乐、视频等多种媒体形式。该课程旨在为您提供人工智能的基础知识，包含多个模块，讲解人工智能、机器学习、深度学习、生成式人工智能、大型语言模型（LLMs）、ChatGPT以及Azure OpenAI等基本概念。 课程描述：本课程旨在使您充分利用人工智能的力量，从基础概念到高级应用，为各类学习者提供全面的指导。无论您是初学者还是有经验的专业人士，都能在课程中深入了解人工智能的细微之处，掌握机器学习、深度学习和生成式人工智能的技能。此外，课程还包括OpenAI与Azure OpenAI的实操经验，非常适合开发人员、数据科学家和人工智能爱好者。 您将学习到的内容： 1. 人工智能概念与工作负载：了解AI的类型、优势及不同工作负载。 2. 机器学习：机器学习的实际案例、关键术语、类型及Jupyter Notebook的使用。 3. 深度学习：深度学习及神经网络的基础，生成对抗网络（GAN）等实际演示。 4. 生成式人工智能：生成式AI与预测性AI的区别，GPT系列模型的概述。 5. AI基础设施：了解GPU与CPU的区别及高性能计算。 6. OpenAI：了解ChatGPT及其使用实例，如API调用、图像生成等。 7. Azure OpenAI：Azure OpenAI的历史及其模型、定价和使用实例。 8. 自有数据处理：Azure AI搜索的概念与使用方法。 9. Azure OpenAI微调：微调的概念与具体实施过程。 10. 内容过滤：内容过滤的定义及其影响。 11. 身份与访问管理：Azure RBAC模型及其在Azure OpenAI中的作用。 12. 身部助手API：助理API的构成及使用示例。 目标受众：希望学习人工智能和机器学习的初学者、希望提升技能的数据科学家、有意开发AI驱动应用的开发人员、寻求了解OpenAI与Azure AI工具的专业人士。
Generative AI refers to a type of artificial intelligence technology that can generate new content based on the data it has been trained on. This includes text, images, music, video, and other forms of media. The AI learns from a large dataset to recognize patterns, styles, or features and then uses this understanding to create new, original content that mimics the input it has studied.The course will present you with a foundational understanding of AI. The course has several modules where you will be explained basic concepts around AI, Machine Learning, Deep Learning, Generative AI, Large Language Models (LLMs) , ChatGPT , Azure Open AICourse Description:Unlock the power of Artificial Intelligence with this comprehensive course designed to take you from foundational concepts to advanced applications. Whether you are a beginner or an experienced professional, this course will guide you through the intricacies of AI, Machine Learning, Deep Learning, and Generative AI. You'll also gain hands-on experience with OpenAI, Azure OpenAI, and fine-tuning models. Perfect for developers, data scientists, and AI enthusiasts.What You Will Learn:1. AI Concepts & WorkloadsWhat is AI?Benefits of Artificial Intelligence (AI)Types of AI WorkloadsAI vs ML vs DLQuiz: AI Concepts2. Machine LearningReal-World Examples of Machine LearningKey Terminologies in Machine LearningWhat is Machine Learning?Types of Machine LearningSupervised Machine Learning: Classification and RegressionUnsupervised Machine LearningReinforcement LearningIntroduction to Jupyter NotebookDemos:Understanding the IRIS DatasetCreating & Training Your ML Model3. Deep LearningWhat is Deep Learning?Understanding Neural NetworksDeep Learning Models and Transformer ModelsDemos:GANs and Deep Fake Video CreationCreating & Training Deep Learning Models4. Generative AIWhat is Generative AI?Predictive AI vs Generative AIOverview of GPT, GPT-3, and GPT-4Large Language Models (LLM)Embeddings and Vector DatabasesIntroduction to Prompt Engineering5. AI InfrastructureUnderstanding GPUs vs CPUsWhat is High-Performance Computing?RDMA Cluster NetworksDemo: CPU vs GPU Performance6. OpenAIWhat is OpenAI?Understanding ChatGPTDemos:ChatGPT Overview and Reaching 100M UsersChatGPT Models: GPT-3 vs GPT-4Tokens and Pricing ModelsMaking API Calls with OpenAI APIsCreating EmbeddingsImage Generation using DALL·E APISpeech to Text Conversion7. Azure OpenAIOverview of Azure OpenAI and Its HistoryModels, Limits, and Quotas in Azure OpenAIPricing and the Azure OpenAI StudioPlaygrounds:Chat PlaygroundCompletions PlaygroundCreating Images using DALL-E8. Bring Your Own Data - RAG with Azure AI SearchWhat is Azure AI Search?How Vector Search Works with Azure AI SearchDemos:Pre-requisites for RAG with Azure AI SearchCreating a Storage Account and Embedding DeploymentSetting Up Azure AI Search ResourceUploading Documents and Performing Queries with Your Data9. Azure OpenAI Fine TuningWhat is Fine Tuning?Regions & Models for Fine TuningDemos:Creating Azure OpenAI ServicePreparing & Uploading DataCreating and Evaluating Fine Tuning JobsDeploying and Querying the Fine Tuned Model10. Azure OpenAI Content FilteringWhat is Content Filtering?Categories Covered and Prompt ShieldDemo: Impact of Content Filtering11. Azure OpenAI Identity & Access ManagementWhat is Azure RBAC Model ?RBAC for Azure OpenAIDemos: Perform Role Assignment based on Cognitive Roles12. Azure OpenAI Assistants APIWhat is Assistants API?Assistants API Components / Key TermsArchitectureDemo:Python Code for a Maths Tutor using Assistants APIWhat is a Code Interpreter ?Demo:Analysing the CodeMaking Code FixesWorking on Failed Banks and creating GraphsWhat is Function Calling ?Target Audience:Aspiring AI and ML practitionersData Scientists looking to enhance their skillsDevelopers interested in AI-driven applicationsProfessionals seeking knowledge in OpenAI and Azure AI tools
