Machine Learning on Google Cloud with AutoML and VertexAI

所在平台: Udemy

课程主页: https://www.udemy.com/course/automated-machine-learning-on-google-cloud-with-automl/

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课程名称:Google Cloud上的自动化机器学习与AutoML和Vertex AI 课程概述: 欢迎参加《Google Cloud上的自动化机器学习与AutoML课程》。这是一门为热爱人工智能的学习者设计的综合课程,旨在掌握Google Cloud平台上Vertex AI和AutoML的前沿工具。无论是初学者还是中级用户,本课程都会为您提供宝贵的见解,助您轻松进入人工智能的广阔领域。 课程开始时,您将获得对人工智能世界的全面介绍,为后续学习奠定基础。接下来,您将深入探索Vertex AI和AutoML的概述,详细了解这些动态工具及其无限潜力。 课程专注于文本数据,您将学习处理和分类大量文本信息的艺术与科学,包括先进的实体提取技术,为数据分析提供重要的洞见。对于视频数据,您将了解视频处理的复杂世界,并学习如何在视频帧中识别特定动作和细微变化。 课程还扩展到表格数据和时间序列预测,使您对结构化数据有更深入的理解,以及如何利用历史趋势预测未来的数据点。在当前数字时代,图像比文字更具影响力。我们将通过图像数据分类和物体检测的模块,指导您从理解原始图像数据到构建、训练和部署复杂的分类模型。此外,课程中还包含一个实践实验模块,您将学习构建一个Covid检测模型,使用图像分类技术。 最后,对于不熟悉Google Cloud环境的学习者,我们的附录提供了“Google Cloud入门”部分,作为指南,确保您顺利导航并实施所学知识。 我们诚邀您报名参加这段沉浸式的学习旅程。《Google Cloud上的自动化机器学习与AutoML》不仅是一门课程,更是通往掌握AI未来的路径,助您在科技驱动的世界中保持领先。

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Welcome to "Automated Machine Learning on Google Cloud with AutoML" - a holistic course designed for enthusiasts eager to master the cutting-edge tools of Vertex AI and AutoML on the Google Cloud platform. This course seamlessly guides you through the vast and intricate realm of AI, ensuring both beginners and intermediates find valuable insights.The journey begins with a comprehensive introduction to the world of AI, setting the stage for what's to come. As you progress, you'll delve into the Vertex AI and AutoML Overview, a module meticulously crafted to offer an enlightening look into these dynamic tools and their boundless potential.Our specialized sections on Text Data unravel the art and science of processing and classifying vast textual information. Here, you'll learn not just the basics, but also advanced techniques, especially how to extract entities from text, offering invaluable insights into data.For visual enthusiasts, our chapters on Video Data open a window to the intricate world of video processing. Beyond mere understanding, you'll venture into the action recognition model, discovering how to spot specific actions and nuances within video frames.The course ensures you're not confined to one type of data. We branch into Tabular Data and time-series forecasting, giving you a robust understanding of structured data and the art of predicting future data points using historical trends.Images, in today's digital age, speak louder than words. Our modules on Image Data Classification and Object Detection in Images guide you through the end-to-end process, from understanding raw image data to building, training, and deploying sophisticated classification models. Further enriching the learning experience, we have incorporated a hands-on lab module, guiding you to Build a Covid Detection Model using image classification.Lastly, for those unfamiliar with the Google Cloud environment, our appendix serves as a torchbearer. The Getting Started on Google Cloud section is your handy guide, ensuring a smooth sail as you navigate and implement your learnings on the platform.We invite you to enroll in this immersive journey. "Automated Machine Learning on Google Cloud with AutoML" isn't just a course; it's a pathway to mastering the future of AI, ensuring you stay ahead in the tech-driven world.

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