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在 Google Cloud 控制台中运用您的技能

Amr Samra

成为会员时间:2020

青铜联赛

900 积分
Professional Machine Learning Engineer Study Guide Earned Oct 28, 2024 EDT
Build, Train and Deploy ML Models with Keras on Google Cloud Earned Feb 22, 2022 EST
Launching into Machine Learning Earned Nov 17, 2021 EST
How Google Does Machine Learning Earned Nov 10, 2021 EST
在 Google Cloud 上为机器学习 API 准备数据 Earned Nov 1, 2021 EDT
Google Cloud Big Data and Machine Learning Fundamentals Earned Oct 22, 2021 EDT

This course helps learners create a study plan for the PMLE (Professional Machine Learning Engineer) certification exam. Learners explore the breadth and scope of the domains covered in the exam. Learners assess their exam readiness and create their individual study plan.

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This course covers building ML models with TensorFlow and Keras, improving the accuracy of ML models and writing ML models for scaled use.

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The course begins with a discussion about data: how to improve data quality and perform exploratory data analysis. We describe Vertex AI AutoML and how to build, train, and deploy an ML model without writing a single line of code. You will understand the benefits of Big Query ML. We then discuss how to optimize a machine learning (ML) model and how generalization and sampling can help assess the quality of ML models for custom training.

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This course explores what ML is and what problems it can solve. The course also discusses best practices for implementing machine learning. You’re introduced to Vertex AI, a unified platform to quickly build, train, and deploy AutoML machine learning models. The course discusses the five phases of converting a candidate use case to be driven by machine learning, and why it’s important to not skip them. The course ends with recognizing the biases that ML can amplify and how to recognize them.

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完成入门级技能徽章课程在 Google Cloud 上为机器学习 API 准备数据,展示以下技能: 使用 Dataprep by Trifacta 清理数据、在 Dataflow 中运行数据流水线、在 Dataproc 中创建集群和运行 Apache Spark 作业,以及调用机器学习 API,包括 Cloud Natural Language API、Google Cloud Speech-to-Text API 和 Video Intelligence API。 技能徽章是由 Google Cloud 颁发的专属数字徽章,旨在认可您在 Google Cloud 产品与服务方面的熟练度; 您需要在交互式实操环境中参加考核,证明自己运用所学知识的能力后才能获得。完成此技能徽章课程和作为最终评估的实验室挑战赛, 获得技能徽章,在您的人际圈中炫出自己的技能。

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This course introduces the Google Cloud big data and machine learning products and services that support the data-to-AI lifecycle. It explores the processes, challenges, and benefits of building a big data pipeline and machine learning models with Vertex AI on Google Cloud.

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