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Overview
"Prepare Your Data for AI" is an essential course for anyone working with machine learning or AI systems, focusing on the critical process of preparing high-quality data. Designed for beginners and intermediate learners, this course emphasizes the importance of data preprocessing in building accurate, reliable AI models. Participants will explore key data preparation steps including data collection, cleaning, labeling, transformation, and normalization. The course introduces best practices for handling missing values, dealing with imbalanced datasets, and removing duplicates or noise that...
Syllabus
- Data Quality
- Get Started with Data Quality
- Assess the Quality of Data
- Improve Data Quality
- Salesforce Data Cloud: Quick Look
- Get to Know Salesforce Data Cloud
- Data Cloud-Powered Experiences
- Learn How Data Cloud Works
- See Data Cloud in Action
- Batch Data Transforms in Data Cloud: Quick Look
- Get Started with Batch Data Transforms in Data Cloud
- Data and Identity in Data Cloud
- Create Unified Individual Profiles
- Map Required Objects
- Understand Identity Resolution Rulesets
- Configure Identity Resolution Rulesets
- The Einstein Trust Layer
- Meet the Einstein Trust Layer
- Follow the Prompt Journey
- Follow the Response Journey
- BYOL Data Shares in Data Cloud: Quick Look
- Get to Know BYOL Data Sharing in Data Cloud
Instructor
Trailhead
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