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Getting Started with Tabular Foundation Models · LearnSpace
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courseraIT и технологии

Getting Started with Tabular Foundation Models

Курс от H2O.ai
Начальный≈ 1.7 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

This course gives you a practical introduction to tabular foundation models, the technology bringing foundation models to the rows and columns that run most organizations. You will learn what tabular data is, why traditional machine learning workflows can feel heavy, and how a model pre-trained across many datasets can generalize to a spreadsheet it has never seen. We will cover classification and regression, filling in missing values from patterns already present in your data, and the shift from building models to simply asking what you want to predict. The second half moves from concept to practice with TabH2O, H2O.ai's foundation model for tabular data. You will install it as an Excel add-in, load a dataset, select a target column, choose the task type, and generate predictions with a single click. If you have never built a model before, you will see how far you can get from a spreadsheet alone. If you already work in machine learning, you will see where a foundation model speeds up early exploration, and where a traditional workflow is still the better choice. Data privacy, real-world use cases across industries, and agentic AI integration are covered along the way. No prior machine learning or coding experience is required. TabH2O is free to use, and the sample dataset and setup links used in the demo are included with each lesson, so you can follow along in your own spreadsheet and try it on your own data straight afterwards.

Навыки, которые вы освоите

Agentic systemsPredictive AnalyticsAI WorkflowsDecision IntelligenceTime Series Analysis and ForecastingData-Driven Decision-MakingBusiness AnalyticsResponsible AIData PreprocessingRegression AnalysisGenerative AI AgentsExploratory Data AnalysisApplied Machine LearningPredictive ModelingStatistical Machine LearningForecastingSpreadsheet SoftwareAgentic WorkflowsMachine Learning MethodsMicrosoft Excel

Программа курса

7 модулей · 16 учебных материалов

01The Shift to Predictive AI on Business Data2 материалов
The Shift Bringing AI to Business DataВидеоHow One Model Handles Many TasksВидео
02Understanding Tabular Foundation Models3 материалов
What Tabular Data Is and Why It Runs Your BusinessВидеоTabular Foundation Models ExplainedВидео

Учитесь у экспертов

H2O.ai University

Training and Certification

Getting Started with Tabular Foundation Models
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Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 1.7 ч

7 модулей

Язык: Английский

Часть программы вашего университета
What These Models Can PredictВидео
03Where Tabular Foundation Models Create Value3 материалов
Why This Matters in PracticeВидеоThe Business Questions AI Can AnswerВидеоA New Way to Think About PredictionВидео
04Making Prediction Accessible Across the Organization2 материалов
Putting Prediction in Every Team's HandsВидеоClosing the Gap Between Data and DecisionsВидео
05TabH2O in Excel, Setup and Live Prediction4 материалов
Your Data Stays Yours: Privacy in TabH2OВидеоInstalling TabH2O in ExcelВидеоMaking Your First Prediction in ExcelВидеоTabH2O Across Real-World Use CasesВидео
06The Complete TabH2O Workflow1 материалов
From Spreadsheet to Prediction: The Full TabH2O WorkflowВидео
07Course Completion Quiz1 материалов
Getting Started with Tabular Foundation Models - QuizЗадание