Artificial Intelligence (AI) is a key force driving change in various industries. Out of different types of AI, one is especially unique, Generative AI. Unlike other AI models that focus on interpretation of data, Generative AI goes further, producing new content, whether that is in the form of essays, artwork, code, or music.
This leads us to the real-life or exam-style question:
Which of the following is a Generative AI Application?
Options:
a) A firm intends to leverage AI to create tailored meal plans for each user based on their dietary restrictions.
b) A teacher intends to apply AI for quiz question generation for a specified topic.
c) A language instructor aims to design AI-driven exercises for vocabulary acquisition for advanced language learners.
d) All the above
👉 Correct Answer: d) All the above
All the above are generative AI applications as they produce novel outputs such as tailored meal plans, quiz and vocabulary exercises, as well as vocabulary identifying exercises, all depending on user inputs.
What Is Generative AI?
An area of artificial intelligence that builds “intelligent” systems that are capable of forward reasoning is called Generative AI. It creates new outputs that are different from existing data, building something that resembles human creativity.
For example:
- Traditional AI: Predicts tomorrow’s weather.
- Generative AI: Writes a weather forecast article in a natural language or creates a visual animation of the weather.
Generative AI works through advanced machine learning models such as:
- GANs (Generative Adversarial Networks): Two neural networks compete to create increasingly realistic content.
- VAEs (Variational Autoencoders): Learn reproducible patterns in data and utilize them to generate images, sounds and videos.
- Transformers (e.g. GPT, LLaMA): Generating human-like text, as well as, other outputs in several modalities.
Understanding The Question And Its Options
The question has three possible scenarios. Let us understand why each of them qualifies as a generative AI application.
(a) Personalized Meal Plans
A generative AI application is when a company creates meal plans through AI, incorporating the user’s age, health condition, and dietary preferences. The plans are unique and generated specifically for individual users.
For instance: AI is used to dynamically and custom generate meal recommendations for users in applications like Foodvisor and Nutrino.
(b) Creation of Quiz Questions
An educator employing AI to automatically create quizzes from a specific topic is engaging with generative AI. Rather than extracting from a bank of pre-existing questions, the AI formulates new questions relevant to the topic.
Example: Quizgecko and ChatGPT are capable of producing multiple-choice, true/false, and short answer questions on the spot.
(c) Exercises In Vocabulary
The application of AI to design vocabulary exercises for learners by a language teacher is also a case of generative AI. The AI formulates new educational tasks, such as fill-in-the-blank sentences, synonym challenges, and other more engaging tasks.
Example: Duolingo Max develops responsive level exercises using GPT powered AI for learners, adapting to various levels of difficulty presented.
👉 The correct answer is here is (d) All the above, because all three choices involve the same AI-in-generated new content.
Key Traits For Distinguishing Generative AI Applications
In the following questions, while deciding if the application is a generative AI application, look for the the following features:
- Creation of new content – Instead of analyzing, synthesizes and recieves text, images, and/or other media.
- Customization – Results and their contexts are tailored to the user.
- Responsiveness – Outputs are not static, but vary depending on the prompts given.
- Simulated Human Imagination – Reproduces a blend of the two, originality and imagination.
- Applicable In Many Spheres – The application can be used and not limited to, health, education, business, entertainment, and more.
These Applications Are Use Cases in Real Life
The uses of generative AI that have been showcased in the multiple choice question don’t do it justice. Lest look at the further uses it has.
Creation of Text
Generative AI has the capability to construct essays, blog entries, and even poetry along with drafting business emails.
- ChatGPT (OpenAI) – Crafts conversational texts and articles and now can respond to prompts in dialogues.
- Jasper AI – Focused on marketing, it generates marketing content with ease.
- Copy.ai – Assists in writing descriptions of products and drafts social media posts.
Creation of Images
Generative AI has the capability to create artistic and realistic pieces of images.
- DALL·E 2 – Known for artistic image and in addition to that fulfills prompts and it generates unique images.
- MidJourney. Known for creative and artistic image styles.
- Stable Diffusion – Popular open source image generating.
Creation of Videos
Generative AI makes it easy to create video more cost to cost by reducing the production costs. It is
- Synthesia – Makes AI video with video avatars and their voices.
- Runway ML – Popular for creative video editing.
- Pictory AI – Turns articles into short video summaries.
Creation of Music and Audio
Generative AI is capable of composing lifelike voices and music.
- AIVA – Creates original orchestra compositions like pieces.
- Soundraw.io – Custom background music is produced by.
- Murf AI – Provides AI powered audio for narration.
Creation of program Codes
Generative AI now aids developers in writing codes.
- GitHub Copilot – Givers out complete code snippets with suggestions.
- Tabnine – Provides AI-assisted coding services.
- Amazon CodeWhisperer – Produces secure, optimized code.
These applications illustrate the extensive capabilities of generative AI technologies.
Advantages of Generative AI Applications
Identifying the following examples as generative AI applications entails understanding the rationale behind their advantages.
- Efficiency: Streamlines the automation of repetitive, pre-defined tasks.
- Savings: Lessens the burden of having to manually generate content.
- Innovation: Proposes new ideas that surpass the boundaries of the human mind.
- Tailoring: Provides customized outputs.
- Professional standards: Enables non-specialists to achieve outputs of professional quality.
Effects of Generative AI on Education, Business, and Healthcare
Generative AI is having an impact on the following sectors and others:
- Education: AI helps teachers to create quizzes, summarize lessons, and assist with personalized learning pathways.
- Healthcare: AI is creating models for drug discovery and generating synthetic medical datasets.
- Business: Companies in the industry utilizes AI to drive personalized promotions, customer interactions, and even meal planning.
- Entertainment: AI helps artists and studios with the creation of visuals, as well as generating scripts and soundtracks.
The developing AI infrastructure is expected to impact the expansion of Generative AI Applications.
The trends outlined below are expected to drive the changes mentioned above:
- Greater responsiveness and outputs tailored to the users needs is anticipated in health, education, and business.
- The generation of text, image, audio and video content simultaneously.
- New policies will emerge that will set boundaries for AI use, establishing ethics and copyright laws.
- AI supplementing Human Identities is expected to enhance the processes of creation.
- Large treatment plans and specific AI-designed molecules will also be expected.
Generative AI: Most Frequently Asked Questions
Q1: Which of the Following Is a Generative AI Application?
All the above answer choices. Meal plan generation, quiz creation, and vocabulary exercises are all inclusive.
Q2: Content creation by AI is used for what purposes?
Unlike content retrieval, all the listed options pertain to AI-generated new content.
Q3: ChatGPT is what type of generative AI?
Correct. ChatGPT responds in a more human manner, responding anew in real time to provided prompts.
Q4: Is it appropriate to consider Google Search as generative AI?
Incorrect. Google Search only fetches information and does not generate content.
Q5: What are the greatest risks of generative AI?
Disinformation, biases, deepfakes, and copyright infringements.
Q6: Which sectors are most positively impacted by generative AI?
Software, entertainment, e-commerce, marketing, healthcare, and education.
Conclusion
In light of the information provided, which of the following is a generative AI application?
- (a) Meal plans tailored for the individual
- (b) Generation of quiz questions
- (c) Exercises for vocabulary enhancement
- (d) All of the above
In answering, it can be confirmed that (d) All of the above is correct as all situations provided pertain to AI creating something anew.
It is evident that generative AI is now a game changer in every field. Educators can now create quizzes, and language learning exercises are dynamically tailored for students, all while patients are on customized meal plans.
At the same time, it does pose challenges in issues of copyright, ethics, and misinformation. Used correctly, generative AI has the potential to not only streamline processes, but also expand human imagination in unprecedented ways.
Generative AI will serve as the new frontier for technology, but much more so for human creativity.
