Generative AI Masterclass: Python, HuggingFace & 7 Projects

所在平台: Udemy

课程主页: https://www.udemy.com/course/generative-ai-complete-guide-with-python-hugging-face-2025/

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课程名称:生成式人工智能大师班:Python、HuggingFace与7个项目 课程概述: 欢迎来到终极生成式人工智能训练营——您成为自信、熟练且具备就业能力的生成式人工智能及深度学习专家所需的唯一课程。本课程从零开始,带您构建聊天机器人和语音助手,创建文本转图像和视频摘要工具。您不仅将学习理论,还将使用Python、Hugging Face的Transformers和Diffusers以及Gradio构建7个完整的真实世界AI项目。到课程结束时,您将拥有可展示个人技能的实践项目,为您的作品集增添光彩。 课程重要性: 我们正处于人工智能革命中,而生成式人工智能是其中的核心。各行各业正在转型,工具如ChatGPT、Stable Diffusion以及用于写作、编程、设计、分析等的AI助手层出不穷。未来的公司正在寻找不仅会使用这些系统,还能构建它们的人才。本课程不仅教您生成式AI的运作原理,更教您如何使用行业标准工具(如Hugging Face、TensorFlow和Gradio)从头开发这一技术。 课程内容: 通过181个精心设计的课程,总共超过18小时的实践内容,您将获得成为AI技术创作者所需的知识和信心。 您将学习的核心领域包括: 1. **AI与生成式AI基础知识**: - 深入理解人工智能的本质及其社会影响,探索不同类型的AI及其实际应用。 2. **生成式AI工具与使用案例的实践**: - 实践文本、图像、代码、音频和视频生成工具,参与项目例如:文本生成、图像创建、代码生成、语音助手开发及视频摘要。 3. **高效提示工程技术**: - 掌握提示的艺术,学习最佳实践和优化技巧。 4. **完整的Python编程**: - 从基础知识到数据工作,逐步学习Python编程。 5. **深度学习与神经网络(使用TensorFlow)**: - 理解神经网络的功能,包括张量、线性代数基础、激活函数及优化器等。 6. **模型训练与评估**: - 学习数据预处理、模型训练及评估性能的各项指标。 7. **构建7个全规模生成式AI项目**: - 通过项目实操掌握真实工作流程,包括图像标注、生成聊天机器人、AI语音助手等。 课程设计注重于实践学习,与被动观看的传统课程不同,鼓励参与者以每天30分钟的方式,逐步建立学习习惯,感受日常进步,而非疲于奔命。 课程限制: 本课程不适合偏爱高度视觉化或动画内容的学习者,教学风格专注于基于文本的、以代码为主的深入讲解,强调深度、清晰度和实际应用。

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Welcome to the ultimate Generative AI Bootcamp - the only course you'll ever need to become a confident, skilled, and job-ready expert in Generative AI and deep learning, starting completely from scratch.From building chatbots and voice assistants to creating your own text-to-image and video summarizer tools, you won't just learn theory - you will build 7 complete real-world AI projects using Python, Hugging Face's Transformers and Diffusers, and Gradio. By the time you reach the end, you'll have practical, portfolio-ready projects to showcase your skills with pride.Why This Course MattersWe are in the AI revolution - and Generative AI is at the heart of it. Every industry is now transforming with tools like ChatGPT, Stable Diffusion, and AI copilots for writing, coding, design, analytics, and more. The companies of tomorrow are already seeking talent who know how to build, not just use, these systems.That's where this course steps in - it doesn't just teach you how Generative AI works - it teaches you how to develop it from scratch, using industry-standard tools like Hugging Face, TensorFlow, and Gradio.With 181+ carefully crafted lessons, over 18 hours of hands-on content, and zero fluff, you'll gain the knowledge and confidence to become a creator, not just a consumer, of AI technologies.What You Will LearnThis course is your gateway into the world of creative artificial intelligence, and you'll walk away with mastery in the following core areas:The Fundamentals of AI and Generative AIYou'll begin by understanding what Artificial Intelligence truly is - not just as a buzzword, but in its technical and societal essence. You'll discover the different types of AI (including Narrow, General, and Super AI), how traditional AI differs from Generative AI, and where these technologies are shaping the future. You'll also explore real-world applications, including chatbots, autonomous systems, recommendation engines, and creative tools.Hands-On with Gen AI Tools and Use CasesFrom the start, you'll explore text, image, code, audio, and video generation tools. You'll get practical exposure to the latest AI platforms and APIs, understanding how they work under the hood - and more importantly, how to use them to build your own tools. Projects will include:Text generation with transformersImage creation with Stable DiffusionCode generation with LLMsVoice assistant developmentVideo summarization and moreMaster Prompt Engineering TechniquesYou'll become an expert in the art of prompting, learning techniques like:Chain-of-Thought (CoT) promptingTree-of-Thought (ToT) reasoningInterview-style promptsBest practices and tools for advanced prompt structuringYou'll build prompts not just to interact with AI - but to optimize performance, accuracy, and output control, especially in complex multi-step tasks.Complete Python Programming for AIEven if you've never coded before, this course will take you through Python programming from scratch, specifically tailored for AI and data work:Variables, loops, functions, and classesWorking with files, APIs, and web scrapingData structures like lists, dictionaries, and setsError handling and control flowBy the end, Python will feel like your second language.Deep Learning & Neural Networks (with TensorFlow)You'll explore how neural networks really function:What tensors are and how they represent dataLinear algebra foundations: matrices, dot products, and vector mathActivation functions, initialization techniques, backpropagationOptimizers like Stochastic Gradient Descent (SGD)All taught with practical coding examples and visual explanations to help you deeply understand what's happening behind the scenes.Model Training and EvaluationYou'll learn how to:Preprocess and clean dataStructure datasets for trainingTrain models step-by-step and fine-tune themEvaluate their performance with accuracy, loss, and other metricsWhether you're building a chatbot or image captioning model, you'll know how to debug, optimize, and measure success.Build 7 Full-Scale Generative AI ProjectsThis course is project-heavy for a reason - you learn best by building. By the end, you will have built:Image Captioning AI with Transformers + GradioGenerative Chatbot using LLaMA2 and Gemma modelsAI Voice Assistant that listens and speaksText-to-Image Generator using Stable DiffusionAI Video Summarizer using Whisper + BARTLanguage Translator with M2M100 modelAI Data Analyst that can understand and analyze input textEach project teaches real workflows, practical tools, and production-ready code that you can showcase on GitHub or during interviews.Why This Bootcamp is for the Serious LearnerThis isn't a trendy course made for passive watchers - it's a bootcamp for those ready to commit to the AI future.That's why we follow a 100 Days of AI Challenge style - encouraging you to show up every day, even for 30 minutes. It's structured to build consistent habits, helping you:Learn efficiently with small, manageable goalsBuild projects step-by-stepFeel progress daily without burnoutYou won't just binge-learn. You'll build your future - with discipline and clarity.One Honest LimitationThis course is not for learners who prefer highly visual or animated content. The teaching style focuses on text-based, code-first, explanation-rich lessons, with an emphasis on depth, clarity, and practical application. While diagrams and figures are included when necessary, the core learning approach is immersive reading, doing, and thinking - not watching animations.

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