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AWS Certified Machine Learning - Specialty · LearnSpace
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AWS Certified Machine Learning - Specialty

Курс от Pearson
Средний≈ 7.5 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Achieving a cloud-based machine learning certification demonstrates a high level of versatility and expertise as a machine learning engineer. Traditionally, professionals in this field concentrate on tasks such as data handling and model creation. However, possessing skills in utilizing cloud tools significantly enhances your value, especially in roles related to machine learning operations. With this certification, you gain the ability to independently manage the entire machine learning workflow. This includes ingesting and preparing data, performing feature engineering, training and evaluating models, and deploying them to environments where they can be accessed and used effectively. Such comprehensive capabilities are essential for operationalizing machine learning solutions, ensuring that models are not only accurate but also scalable, maintainable, and seamlessly integrated into business processes. The certification serves as proof that you can handle both the technical and practical aspects of machine learning projects, from start to finish. It highlights your proficiency in full-stack development within the machine learning domain, making you a valuable asset to organizations seeking robust and efficient solutions. In summary, this credential validates your ability to execute end-to-end machine learning tasks using advanced cloud technologies, setting you apart in the competitive landscape of data science and artificial intelligence.

Навыки, которые вы освоите

Model EvaluationModel TrainingExploratory Data AnalysisApplication DeploymentModel DeploymentData WranglingData PipelinesData PreprocessingAmazon RedshiftAWS KinesisModel OptimizationCloud DeploymentAmazon CloudWatchData AnalysisRegression AnalysisAmazon Elastic Compute CloudExtract, Transform, Load

Программа курса

1 модулей · 42 учебных материалов

01AWS Certified Machine Learning – Specialty42 материалов

Data Engineering

Specialization IntroductionВидеоLearning objectivesВидеоCreate data repositories for machine learningВидеоIdentify and implement a data ingestion solutionВидеоDecide between ingestion tools

Учитесь у экспертов

Pearson

Преподаватель курса

Milecia McGregor

Senior Staff Engineer

AWS Certified Machine Learning - Specialty
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в новой вкладке

Обучение на Coursera

≈ 7.5 ч

1 модулей

Язык: Английский

Субтитры: Американский английский

Часть программы вашего университета
Видео
Identify and implement a data transformation solutionВидео
Get some practice: questions and exercisesВидео
Data Engineering QuizЗадание

Exploratory Data Analysis

Learning objectivesВидеоSanitize and prepare data for modelingВидеоPerform feature engineeringВидеоAnalyze data for machine learningВидеоVisualize data for machine learningВидеоGet some practice: questions and exercisesВидеоExploratory Data Analysis QuizЗадание

Training Models

Learning objectivesВидеоFrame business problems as machine learning problemsВидеоSelect the appropriate model for a machine learning problemВидеоUnderstand the intuition behind the modelВидеоTrain machine learning modelsВидеоChoose compute optionВидеоGet some practice: questions and exercisesВидеоTraining Models QuizЗадание

Evaluating Models

Learning objectivesВидеоPerform hyperparameter optimizationВидеоUse other methods for hyperparameter optimizationВидеоEvaluate machine learning modelsВидеоCompare models with different metricsВидеоImplement machine learning best practicesВидеоGet some practice: questions and exercisesВидеоEvaluating Models QuizЗадание

Machine Learning Implementation and Operations

Learning objectivesВидеоBuild machine learning solutions for productionВидеоAddress scaling concernsВидеоRecommend and implement the appropriate machine learning servicesВидеоApply basic AWS security practices to machine learning solutionsВидеоDeploy and operationalize machine learning solutionsВидеоGet some practice: questions and exercisesВидеоMachine Learning Implementation and Operations QuizЗадание

Summary

AWS Certified Machine Learning – Specialty: SummaryВидеоCourse SummaryВидеоCourse Summary QuizЗадание