The AI Builder is an effective artificial intelligence tool offered by the Microsoft Power Platform. Embedded within Power Apps, Power Automate, and Power Virtual Agents, AI Builder facilitates intelligent business solutions using sophisticated AI models. This article will focus on the discussion of two of its wide range of use cases – Sentiment Analysis and Receipt Processing.
1. Sentiment Analysis
Sentiment analysis, also known as opinion mining, is deployed to decipher the emotional tone hidden within written communications. It evaluates subjective information such as social media posts, emails, online customer reviews, and more. According to expressions used, sentiment analysis categorizes the input as positive, negative, or neutral.
The use of AI Builder for sentiment analysis allows for standardization, comprehensiveness, and faster results. For instance, a multinational corporation could utilize the tool to monitor its online reviews. By gauging public sentiment towards a new product launch, necessary interventions could be made promptly to mitigate negative feedback.
How it works:
To use AI Builder for sentiment analysis, you need to select the sentiment analysis model and provide the text data for evaluation. Once analyzed, the model will yield a sentiment score between 0.0 (most negative) to 1.0 (most positive). This score accounts for the entirety of the text rather than individual components.
2. Receipt Processing
The AI Builder’s receipt processing capability is another standout feature. By leveraging advanced optical character recognition (OCR) technology, AI Builder can accurately extract pertinent data from printed or digital receipts. With automated processing, it aids in the efficient tracking and management of expenses.
For instance, during a business trip, several employees could incur multiple mini expenses. Manually entering or processing each receipt would not only be strenuous but also prone to errors. The AI Builder comes into play in such circumstances. The employees just need to snap the receipts, and the tool extracts all key information and loads it into the expense tracking system.
How it works:
The AI receipt processing model identifies and extracts data from four types of fields, namely header fields, round up fields, taxes fields, and line items. Once the receipt is mapped onto the receipt processing model, the tool analyzes and identifies each field. This process occurs in a sequence, commencing with header fields, followed by line items, then round-up fields, and concluding with taxes fields.
Conclusion
Overall, both sentiment analysis and receipt processing are just two of the many use cases that can be addressed with AI Builder. The tool is an excellent addition to the Microsoft Power Platform, simplifying and automating complex business processes. Whether it’s deducing customer sentiment or simplifying expense management, the capabilities of AI Builder are continuously expanding, adding value to organizations across industries.
In conclusion, the AI Builder’s sentiment analysis and receipt processing capabilities underscore its effectiveness in meeting the evolving challenges in business environments. As AI becomes increasingly integral to efficient operations, technologies like the AI Builder will lead organizations into the future of work.
Practice Test
True or False: AI Builder is a Microsoft tool that automates the processes of analyzing sentiment and processing receipts.
- True
- False
Answer: True
Explanation: AI Builder is a Microsoft tool that uses AI models to assist businesses to streamline and automate their logistics like sentiment analysis and receipt processing.
Which of the following are use cases for AI Builder?
- a) Sentiment Analysis
- b) Receipt Processing
- c) Data Entry
- d) All of the above
Answer: d) All of the above
Explanation: AI Builder is used for sentiment analysis, receipt processing and also for automating data entries.
AI Builder can be used to analyze sentiment in different languages. True or False?
- True
- False
Answer: True
Explanation: Sentiment Analysis in AI Builder is multi-lingual and can analyze sentiment in various languages.
Which of the following functionality is NOT offered by AI Builder?
- a) Sentiment Analysis
- b) Text Translation
- c) Receipt Processing
- d) Profit Analysis
Answer: d) Profit Analysis
Explanation: AI Builder offers functionalities like Sentiment Analysis, Text Translation, and Receipt Processing, but it doesn’t carry out profit analysis.
In AI Builder, receipt processing can be used to:
- a) Record expenses
- b) Extract key information such as merchant name and total amount.
- c) Both a) and b)
- d) Neither a) nor b)
Answer: c) Both a) and b)
Explanation: Receipt processing in AI Builder is used to record expenses and extract key information from receipts such as merchant name, date, and total amount.
AI Builder’s Sentiment Analysis functionality can detect sentiment only in English language. True or False?
- True
- False
Answer: False
Explanation: The sentiment analysis feature in AI Builder can analyze sentiment in various languages, not just English.
True or False: AI Builder allows non-developers to create, train, and publish AI models?
- True
- False
Answer: True
Explanation: AI Builder is designed with simplicity in mind, empowering non-developers to create, train, and publish AI models.
AI Builder is a tool under which platform?
- a) Google Cloud Platform
- b) Microsoft Power Platform
- c) Amazon Web Service
- d) IBM Watson
Answer: b) Microsoft Power Platform
Explanation: AI Builder is a feature of the Microsoft Power Platform that brings the power of AI through a point and click experience.
AI Builder cannot be integrated with Power Apps. True or False?
- True
- False
Answer: False
Explanation: AI Builder and Power Apps are part of the Microsoft Power Platform and hence they can be easily integrated.
AI Builder Sentiment Analysis can be used for which of the following?
- a) Surveys
- b) Emails
- c) Social Media Monitoring
- d) All of the above
Answer: d) All of the above
Explanation: AI Builder’s Sentiment Analysis can be used to analyze text from various sources like surveys, emails, and social media for understanding the sentiment of the audience.
Microsoft’s AI Builder is an example of Machine Learning as a Service (MLaaS). True or False?
- True
- False
Answer: True
Explanation: AI Builder is a type of MLaaS as it gives users the ability to create and operate machine learning models without the need to write the usual complex code.
AI Builder cannot be used to analyze handwritten data. True or False?
- True
- False
Answer: False
Explanation: AI Builder has the ability to process and analyze both printed and handwritten text data.
How does AI Builder improve manual data entry?
- a) It quickens the process
- b) It reduces errors
- c) It enhances data structure
- d) All of the above
Answer: d) All of the above
Explanation: AI Builder improves manual data entry by making the process faster, reducing human errors and enhancing the structure of data.
AI Builder’s receipt processing feature supports which of the following?
- a) Printed receipts
- b) Electronic receipts
- c) Handwritten receipts
- d) All of the above
Answer: d) All of the above
Explanation: AI Builder’s receipt processing feature is versatile and supports all printed, electronic and handwritten receipts.
AI Builder can assist in any stage of the AI model lifecycle. True or False?
- True
- False
Answer: True
Explanation: AI Builder can assist in all stages of the AI model lifecycle, from data preparation and model training to performance evaluation and deployment.
Interview Questions
What is AI Builder and how is it related to Microsoft Power Platform?
AI Builder is an artificial intelligence capability for Microsoft Power Platform that provides a platform to build, train and publish AI models without writing code. It empowers users to automate processes and predict outcomes to help improve business performance.
What is the purpose of Sentiment Analysis in AI Builder?
Sentiment Analysis in AI Builder is used to evaluate text for positive, negative, or neutral sentiment. It can be used to understand customer feedback, gauge brand reputation, or handle customer service issues.
Can you describe how receipt processing works in AI Builder?
Receipt processing in AI Builder is used to extract key information from business receipts, such as merchant name, transaction date, total amount, etc. It uses AI models to intelligently understand and process the receipt data.
In what scenarios can the sentiment analysis be used?
Sentiment Analysis can be used in various scenarios such as monitoring customer feedback or social media comments about a product, or understanding customer satisfaction from customer support interactions.
What are some use cases for AI Builder in a retail business?
In a retail business, AI Builder can be used to optimize inventory by predicting product demand, analyze customer sentiment to tailor marketing strategies, and process receipts quickly and accurately.
Can you customize AI Builder models based on your unique business requirements?
Yes, AI Builder allows you to customize AI models with your data ensuring the correct understanding of your business unique aspects.
How can AI Builder work with other components of the Microsoft Power Platform?
AI Builder can work in cohesion with Power Apps to build AI-infused applications, with Power Automate to use AI in workflows, and with Power BI to embed AI insights into reports.
Can AI Builder be used to process invoices in the same way it processes receipts?
Yes, AI Builder’s Form Processing model can be trained to extract information from invoices, similar to the way it processes receipts.
What are the types of text that AI Builder’s sentiment analysis can analyze?
AI Builder’s sentiment analysis can analyze any kind of text included in documents, emails, social media posts, customer reviews, and more.
Can we use AI Builder’s sentiment analysis to find the sentiment in multiple languages?
Yes, AI Builder’s sentiment analysis supports text in multiple languages.
Do I need to have AI or Machine Learning knowledge to use AI Builder?
No, AI Builder is designed to be a low-code platform for every user to build and use AI models without needing AI or Machine Learning knowledge.
How reliable is the information extracted by the AI Builder in receipt processing?
AI Builder is based on advanced AI and Machine Learning technology, thus the information extracted during receipt processing is highly reliable. However, accuracy improves with the quality and clarity of the receipt image.
What role does AI Builder play in the field of data analysis?
AI Builder plays a crucial role in data analysis as it can analyze and predict trends and outcomes from a large dataset without manual intervention, making it faster and more efficient.
Is a coding knowledge required for using sentiment analysis in AI Builder?
No, AI Builder is a low-code platform. The sentiment analysis can be utilized without needing to write any code.
Is AI Builder capable of processing handwritten receipts?
Yes, AI Builder can process certain handwritten content, but the accuracy may vary based on the quality and legibility of the handwriting.
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