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H2O Driverless AI Starter Course · LearnSpace
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H2O Driverless AI Starter Course

Курс от H2O.ai
Средний≈ 2.5 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Join Andreea Turcu, our Head of Global Training at H2O.ai, as she guides you through the “Driverless AI Starter Course” by H2O ai. Dive into automated machine learning (AutoML) using H2O Driverless AI. This course is suitable for all levels and will provide you with the necessary skills to apply AutoML in your projects. You’ll learn the basics of H2O Driverless AI, including setup, data import, and interface navigation. The course offers hands-on experience in data preprocessing, visualization, and analysis, preparing you for machine learning model development. The course covers advanced topics like correlation graphs, prediction creation, and model performance optimization. You’ll learn to hyper-tune models, manage experiments, interpret results, and generate reports. Practical tasks are included for real-world practice. Upon completion, you’ll not only be proficient in using H2O Driverless AI for AutoML but also gain skills in setting up environments, analyzing data, and utilizing advanced features like custom recipe creation and model fine-tuning. This course goes beyond theory, offering practical skills that can be applied in the real world. Additionally, you’ll be eligible for the H2O Driverless AI Certification. This certification is a testament to your proficiency and can significantly enhance your career prospects in the fields of AI and data science. Enroll now to master automated machine learning with H2O Driverless AI.

Навыки, которые вы освоите

Model TrainingModel EvaluationApplied Machine LearningArtificial Intelligence and Machine Learning (AI/ML)Model DeploymentMachine Learning SoftwarePredictive ModelingMachine LearningFeature EngineeringExploratory Data AnalysisVirtual EnvironmentData ProcessingModel OptimizationAutomationAdvanced AnalyticsData PreprocessingData VisualizationMLOps (Machine Learning Operations)Data Analysis

Программа курса

8 модулей · 38 учебных материалов

01Introduction to Driverless AI4 материалов
DAI Starter Course TrailerВидеоDAI Starter Course - Class IntroВидеоWhat is Driverless AI?ВидеоProblem TypesВидео
02Getting Started with Driverless AI3 материалов

Учитесь у экспертов

Andreea Turcu

Head of Global Training

H2O Driverless AI Starter Course
В каталоге вашей программы

Инвестируйте в себя

Новые знания — в удобное для вас время.

Начать на Coursera

Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 2.5 ч

8 модулей

Язык: Английский

Часть программы вашего университета
Connect to Driverless AI InstanceВидео
Intro to Driverless AIВидео
Adding a Dataset to Driverless AIВидео
03Data Management and Exploration8 материалов
Dataset Overview and Action ButtonsВидеоDataset DetailsВидеоModify by Recipe OverviewВидеоAssignment 1 - Modify by Recipe OverviewВидеоVisualize Action ButtonВидеоAssignment 2 - Create a new visualisationВидеоCorrelation GraphВидеоAssignment 3 - Explore the GraphsВидео
04Data Preparation and Prediction7 материалов
Data Prep Action ButtonВидеоPredict Action ButtonВидеоAssignment 4 - Take the interactive tourВидеоDAI Starter Course - Training SettingsВидеоExpert Settings - High level OverviewВидеоCustom RecipesВидеоAssignment 5 - Create a New ExperimentВидео
05Experiment Analysis and Interpretation10 материалов
The Driverless AI Experiment PageВидеоVariable importanceВидеоCompleted Experiment Listing PageВидеоFocus on the ROC curveВидеоInterpretability ReportВидеоShapley Values for Original FeaturesВидеоAssignment 6 - Explore the Shapley Values OutputВидеоPartial Dependence PlotВидеоInterpretations using Surrogate ModelsВидеоAssignment 7 - Rerun the Baseline ExperimentВидео
06Advanced Analysis4 материалов
Diagnostics and Visualize Scoring PipelineВидеоDownload AutoDocВидеоAssignment 8 - Explore the AutodocВидеоProjects TabВидео
07Course Wrap-up1 материалов
Next StepsВидео
08Course Completion Quiz1 материалов
H2O Driverless AI Starter QuizЗадание