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Einstein Discovery is a product that delivers predictions and recommendations within Tableau workflows for smarter decision-making. It is powered by machine learning and designed with ethical principles to ensure transparent and responsible AI.
Einstein Discovery augments your business intelligence with statistical modeling and machine learning to identify, surface, and visualize insights into yo...
- Learning Objectives
- What Is Einstein Discovery?
- Target Business Outcomes to Improve
- Wrangle Data to Analyze
- Create Predictive Models Based on Your Data
- Gain Insights Into Your Data
- Generate Predictions and Improvements
- Improve Insights and Models with Data Alerts
- Operationalize Models Into Salesforce
- Get Predictions and Improvements Everywhere
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After completing this unit, you’ll be able to: 1. Describe the range of Einstein Discovery features and capabilities. 2. Explain key Einstein Discovery concepts including model metrics, insights, predictions, and improvements.
Salesforce Einstein Discovery augments your business intelligence with statistical modeling and supervised machine learning in a no-code-required, rapid-iteration environment. Einstein Discovery enables you to: 1. Identify, surface, and visualize insights into your business data. 2. Predict future outcomes and suggest ways to improve predicted outc...
Begin by selecting a business problem you want to solve, typically monitored as a key performance indicator (KPI). Einstein Discovery-powered solutions address these use cases: 1. Regression for numeric outcomes represented as quantitative data (measures), such as currency, counts, or any other quantity. 2. Binary classification for text outcomes w...
With your business outcome in mind, you prepare the data that Einstein Discovery uses to analyze for insights and train your model. Einstein Discovery can analyze millions of rows and many columns of data! And Einstein Discovery can help you select which columns are the most correlated to the outcome you want to improve. Engage the data integration...
An Einstein Discovery model is a collection of performance metrics, settings, predictions, and data insights. Einstein Discovery walks you through the steps to create a model based on the outcome you want to improve (your model's goal) and the data you’ve assembled for that purpose (in the CRM Analytics dataset). No coding or machine learning knowl...
Einstein Discovery uses the model settings to analyze your data and produce insights. Data Insights reveal statistically significant findings in your data, and are presented as rich visualizations with natural language explanations that are easy to understand. Insights provide a starting point for you to investigate trends, patterns, and correlatio...
A model is the sophisticated, custom mathematical construct that Einstein Discovery creates based on the settings and the data. Models are based on a comprehensive, statistical understanding of past outcomes that are used to predict future outcomes and suggest improvements. Einstein Discovery supports rapid model development, deployment, and automa...
Salesforce notifies you when it detects issues in your data, such as outliers, missing values, or dominant values. Bias detection helps you produce ethical and accountable insights and models. Enable bias detection to flag data that could potentially be associated with unfair treatment for sensitive variables, such as race, gender, religion, nation...
Einstein Discovery uses models to predict outcomes and suggest improvements. You can have Einstein Discovery build your model, or you can upload externally built models. To ensure the best quality model, check its quality metrics and alerts and tune it accordingly. When it’s ready to go, Einstein Discovery walks you through the steps to deploy your...
Once deployed, use Einstein Discovery models to get predicted outcomes and suggested improvements with clicks-not-code in: 1. Lightning record pages 2. Experience Cloud sites pages 3. CRM Analytics Data Prep recipes and dataflows 4. PREDICT function used in process automation formulas 5. Salesforce flows (with Flow Builder) 6. Tableau flows, dashbo...
Einstein Discovery is a Salesforce product that uses statistical modeling and machine learning to analyze data and generate insights, predictions, and improvements. Learn how to use Einstein Discovery to solve business problems, prepare data, create models, and deploy them in various Salesforce platforms and tools.
Einstein Discovery enables you to augment your business intelligence with statistical modeling and supervised machine learning in a no-code-required, rapid-iteration environment. Use Einstein Discovery models to quickly surface insights in your business data and to predict future outcomes.
- Machine Learning.
- Get more predictive about your business and customers. Machine learning uses past data to predict what will happen in the future with minimal programming.
- Natural Language Processing.
- Extract meaning from every piece of text. Use natural language processing (NLP) to find linguistic patterns you can use to answer questions, respond to requests, and identify conversations about your brand across the web.
Mar 27, 2024 · Here we explore 9 of the most important discoveries of Albert Einstein: 1. Theory of Relativity. The Theory of Relativity is one of the most important and influential ideas in physics. Developed in 1905, it changed the way we think about space and time, energy and matter, and the universe itself.
Learn how to use Einstein Discovery to transform data into predictive models with CRM Analytics. Explore the features and benefits of this tool and complete hands-on projects.
