Career Essentials in Generate AI by Microsoft and Linkedin

1.4 What is an AI model?

A model is a set of algorithms that have been trained on a specific dataset

6.3 If your reasoning engine response is problematic (i.e., inaccurate, discriminatory, limited in view, etc.) what should you do?

Continue iterating. Keep regenerating and refining the prompt to get a more accurate, better result.

2.1 What is one real-world application of Variational Autoencoders (VAE) in anomaly detection?

Detecting defects in industrial quality control by identifying images of products that deviate from a dataset of normal products.

5.10 True or False: Reasoning engines are an all-knowing source of truth and should be trusted implicitly.

FALSE

6.9 True or False: Reasoning engines are an all-knowing source of truth and should be trusted implicitly.

FALSE

2.2 What is GPT and why has it become notable in the field of natural language processing?

GPT is a language model developed by OpenAI that can take in a prompt and generate text based on it, making it useful for a multitude of tasks.

1.2 What is the difference between generative AI and other types of AI that generate content?

Generative AI's primary function is to create content.

5.9 How do human supervisors assist in training a reasoning engine?

In early training phases, human supervisors oversee the process, guiding the model towards accurate responses and contributing to its knowledge development.

1.1 What is a key benefit of using generative AI for repetitive or computational tasks?

It allows humans to focus on more creative and strategic activities.

ABC Corp's management uses AI to provide advice on selecting options for its marketing strategy. How can robust transparency help the company?

It can assist in understanding the input-analysis-output process.

5.7 How does a reasoning engine's ability to understand and interpret language provide the greatest advantage over a search engine?

It can have an actual conversation with the user.

1.3 What does the term open source mean in the context of generative AI models?

It means that the models are publicly available for anyone to use and modify.

Layla learns that her company's AI-driven chatbot has been giving inaccurate and sometimes rude responses to customers' questions. How should Layla deal with this issue?

Limit the chatbot to customer service questions and no other purpose.

6.8 What is the following creative type of prompt known as: "Imagine you're the manager of a small boutique video editing company. What are 10 innovative marketing ideas that could attract new business?"

Role play

How can a company best build customer trust, which can translate to a loyal customer base?

Share a transparent privacy policy.

6.7 Riva considers herself a prompt engineer. What does this mean?

She can create a prompt with samples of her question and the answers that she would like to see.

2.4 How does a GAN network improve its ability to generate better content?

The generator and discriminator parts of the network work together in a competition to improve the generator's ability to create realistic data.

7.5 What is a common reason the summary option may not be available in Outlook?

The message you have selected is very short and does not have enough information to summarize.

2.3 What are Midjourney, DALL-E, and Stable Diffusion, and which industries are their early adopters?

They are primary text-to-image generation services and models. Art, filmmaking, fashion, and marketing are the first industries to widely adopt their use.

5.8 How are reasoning engines an improvement over search engines when it comes to entering what you are looking for?

They can understand your intent and not just the words you used.

2.5 What is the purpose of the discriminator in a GAN model?

To evaluate the data created by the generator and give feedback on how to improve the next iteration.

5.4 Which is not a main function of a search engine?

Transforming

4.1 What are the top moral and executive skill sets required when working with generative AI?

Transparency, fairness, empathy and responsibility. Approach production and operations with caution, always asking, "Who is benefiting?" from our generative AI solution.

6.5 In most instances, how should you craft your prompts?

Use clear language with proper grammar.

5.6 How can a user best combine a search engine and a reasoning engine to find information about an unknown topic?

Use the search engine to find basic information, and then use the reasoning engine for a deeper dive.

6.6 Why is the iteration process necessary when you use a reasoning engine?

You want to keep honing your prompt to get more and better results.

5.2 When a user enters a query, what does the reasoning engine strive to provide?

a relevant, informative text response using human-like speech

3.1 What will be the main benefit of generative AI in the next years?

automate repetitive tasks and liberate humanity from dull, dirty, difficult, or dangerous jobs

Ahmad is creating a technology team for a new project. When should the team get together to discuss ethical considerations?

before starting the project

What type of misused AI can give false advice, which is extremely dangerous in a situation such as providing medical advice?

inaccurate chatbots

7.4 PowerPoint Copilot can create a new presentation based on your written prompts or_____.

information in an existing document.

4.2 When considering the integration of generative AI tools in business operations, what is the primary emphasis regarding the role of executive leadership and organizational strategy?

prioritizing human-centered approaches, ethical considerations, and maintaining human control over AI-generated content

7.6 If you want to ask Word Copilot to use information from a separate document, that referenced document must be_____.

shared in Teams or stored on OneDrive, SharePoint

Why, more than any other reason, should a company perform a privacy audit?

so it can develop a company-wide privacy policy

7.3 If you join a Teams meeting that's already in progress, you can ask Copilot to summarize the topics that were discussed that you may have missed. This will only work if_____.

somebody in the meeting clicks the Copilot option and turns on the transcript feature

7.2 Excel Copilot can only analyze data in a spreadsheet if_____.

the cells you want to analyze are formatted as a table.

7.1 Excel Copilot can only be used if_____.

the file you are working on is stored on OneDrive, SharePoint, or Teams

5.1 what is the goal of the continuous crawling process of a search engine

to keep the search engine's index up-to-date.

5.5 What is the most important benefit that the synergy between modern search engines and reasoning engines provides, as far as confidence in the results?

verifying and validating search results

In which situation are ethical considerations the responsibility of a board of directors?

when it involves compliance with a regulatory agency

5.3 When might a search engine be a superior tool to a reasoning engine?

when you'd like to read further about a subject across a collection of different sources—but not necessarily when you want to ask deeper questions