Retrieval Augmented Generation For Education: Enhancing Learning with AI
Education is the process of acquiring knowledge, skills, values, and beliefs through various methods such as teaching, training, or research. It is a fundamental aspect of human development and plays a crucial role in shaping individuals and societies. With the rapid advancement of technology, education has also evolved, incorporating digital tools and resources to enhance the learning experience.
One such tool that has gained significant attention in recent years is Retrieval Augmented Generation (RAG). This powerful combination of Natural Language Processing (NLP) and Generative AI has the potential to revolutionize education and transform the way we learn and teach. In this blog, we will explore the concept of Retrieval Augmented Generation and its benefits for education.
The Power of Retrieval Augmented Generation
Retrieval Augmented Generation (RAG) is an advanced AI technique that uses large language models to retrieve relevant information and generate new content. It combines the strengths of two powerful AI methods – retrieval-based systems and generative models – to create a more efficient and effective learning experience.
When a student or teacher enters a query or prompt, RAG utilizes its vast knowledge base to retrieve relevant information from various sources such as textbooks, articles, and online resources. It then uses this information to generate a personalized and comprehensive response in natural language. This process is repeated for each query, creating an interactive and dynamic learning experience for the user.
The Benefits of RAG for Education
As a researcher, marketer, or organization in the field of education, the use of RAG can bring about numerous benefits. Let’s take a closer look at some of these benefits.
Enhanced Learning Experience
One of the most significant benefits of RAG for education is the enhanced learning experience it provides. With its ability to retrieve and generate relevant information in natural language, RAG can create a personalized and interactive learning experience for students. This allows them to engage with the material in a more meaningful way, leading to better understanding and retention.
Efficient Research and Content Creation
For researchers and content creators, RAG can be a game-changer. With its ability to retrieve information from a vast knowledge base and generate new content, RAG can significantly reduce the time and effort required for research and content creation. This can lead to faster and more accurate results, allowing for more efficient use of resources.
Improved Accessibility and Inclusivity
Another significant benefit of RAG for education is improved accessibility and inclusivity. With its ability to generate content in natural language, RAG can cater to different learning styles and abilities, making education more accessible for all. This makes it an invaluable tool for students with learning disabilities or language barriers.
Real-time Feedback and Assessment
RAG can also provide real-time feedback and assessment for students, allowing them to track their progress and identify areas for improvement. This can help teachers to personalize their teaching strategies and provide targeted support to students.
Integrating RAG into Education
The integration of RAG into education has already begun, with various educational institutions and organizations implementing this technology in their learning systems. For instance, Speak Ai, an NLP and transcription software company, has integrated RAG into their software, allowing users to analyze and generate personalized insights from their data. This has proven to be a valuable tool for educators, researchers, and organizations in the education sector.
In conclusion, Retrieval Augmented Generation (RAG) has the potential to revolutionize education by providing a more efficient, personalized, and inclusive learning experience. As a researcher, marketer, or organization in the field of education, incorporating RAG into your work can bring about numerous benefits and drive innovation in the education sector. With the continuous advancements in AI and technology, it is essential to embrace and utilize tools like RAG to enhance the learning experience and pave the way for a brighter future.
How To Use Speak’s Retrieval Augmented Generation For Education
Step 1: Create Your Speak Account
To start your transcription and analysis, you first need to create a Speak account. No worries, this is super easy to do!
Get a 14-day trial with 30 minutes of free audio and video transcription and analysis included when you sign up for Speak.
To sign up for Speak and start using Speak Magic Prompts with retrieval augmented generation, just visit the Speak app register page here.
Step 2: Upload Your Education
We typically recommend MP4s for video or MP3s for audio.
However, we accept a range of audio, video and text file types.
You can upload your file for transcription in several ways using Speak:
Accepted Audio File Types
Accepted Video File Types
Accepted Text File Types
- Word Doc
You can also upload CSVs of text files or audio and video files. You can learn more about CSV uploads and download Speak-compatible CSVs here.
With the CSVs, you can upload anything from dozens of YouTube videos to thousands of Education files.
Publicly Available URLs
You can also upload media to Speak through a publicly available URL.
As long as the file type extension is available at the end of the URL you will have no problem importing your recording for automatic transcription and analysis.
Speak is compatible with YouTube videos. All you have to do is copy the URL of the YouTube video (for example, https://www.youtube.com/watch?v=qKfcLcHeivc).
Speak will automatically find the file, calculate the length, and import the video.
If using YouTube videos, please make sure you use the full link and not the shortened YouTube snippet. Additionally, make sure you remove the channel name from the URL.
This library of integrations continues to grow! Have a request? Feel encouraged to send us a message.
Step 3: Calculate and Pay the Total Automatically
Once you have your file(s) ready and load it into Speak, it will automatically calculate the total cost (you get 30 minutes of audio and video free in the 14-day trial – take advantage of it!).
If you are uploading text data into Speak, you do not currently have to pay any cost. Only the Speak Magic Prompts analysis would create a fee which will be detailed below.
Once you go over your 30 minutes or need to use Speak Magic Prompts, you can pay by subscribing to a personalized plan using our real-time calculator.
Step 4: Wait for Speak to Analyze Your Education
If you are uploading audio and video, our automated transcription software will prepare your transcript quickly. Once completed, you will get an email notification that your transcript is complete.
That email will contain a link back to the file so you can access the interactive media player with the transcript, analysis, and export formats ready for you.
If you are importing CSVs or uploading text files Speak will generally analyze the information much more quickly.
Speak will automatically embed your data in a well-architected vector database which allows you to use retrieval augmented generation for Education.
Step 5: Visit Your File Or Folder
Speak is capable of analyzing both individual files and entire folders of data.
When you are viewing any individual file in Speak, all you have to do is click on the “Prompts” button.
If you want to analyze many files, all you have to do is add the files you want to analyze into a folder within Speak.
You can do that by adding new files into Speak or you can organize your current files into your desired folder with the software’s easy editing functionality.
Step 6: Select Speak Magic Prompts To Analyze Your Education
What Are Magic Prompts?
Speak Magic Prompts leverage innovation in artificial intelligence models often referred to as “generative AI”.
These models have analyzed huge amounts of data from across the internet to gain an understanding of language.
With that understanding, these “large language models” are capable of performing mind-bending tasks!
With Speak Magic Prompts, you can now perform those tasks on the audio, video and text data in your Speak account.
Retrieval augmented generation is what makes these Magic Prompts work so well.
Step 7: Select or Create Your Assistant Type
To help you get better results from Speak Magic Prompts, Speak has introduced “Assistant Type”.
These assistant types pre-set and provide context to the prompt engine for more concise, meaningful outputs based on your needs.
To begin, we have included:
Choose the most relevant assistant type from the dropdown.
You can also create your own custom Assistant Template Type.
If you visit the new page Account Preferences, you can see there is now an area where you can create your own custom Assistant.
This allows you to set the context of the engine for higher quality and more consistent outputs.
For example, you could say:
“We are [COMPANY NAME]. We are analyzing [DATA] to understand how to improve [GOAL]. We want all responses to be concise and in table format.”.
This becomes a reusable template in any of your manual or automated Magic Prompts.
You can create multiple templates for different use cases.
As an example, the analysis you run on a focus group may be different than a one-on-one interview.
Step 8: Create Or Select Your Desired Prompt
Here are some examples prompts that you can apply to any file right now:
- Create a SWOT Analysis
- Give me the top action items
- Create a bullet point list summary
- Tell me the key issues that were left unresolved
- Tell me what questions were asked
A modal will pop up so you can use the suggested prompts we shared above to instantly and magically get your answers.
If you have your own prompts you want to create, select “Custom Prompt” from the dropdown and another text box will open where you can ask anything you want of your data!
Step 9: Review & Share Responses
Speak will generate a concise response for you in a text box below the prompt selection dropdown. With Chat enabled, you can also continue to query that data to reveal more insights and reformat the information to your needs.
In this example, we ask to analyze all the Education in the folder at once for the top product dissatisfiers.
You can easily copy that response for your presentations, content, emails, team members and more!
Speak Magic Prompts Pricing
Our team at Speak Ai continues to optimize the pricing for Magic Prompts and Speak as a whole.
Right now, anyone in the 14-day trial of Speak gets 100,000 characters included in their account.
If you need more characters, you can easily include Speak Magic Prompts in your plan when you create a subscription.
You can also upgrade the number of characters in your account if you already have a subscription.
Both options are available on the subscription page.
Alternatively, you can use Speak Magic Prompts by adding a balance to your account. The balance will be used as you analyze characters.
Completely Personalize Your Plan 📝
Here at Speak, we’ve made it incredibly easy to personalize your subscription.
Once you sign up, just visit our custom plan builder and select the media volume, team size, and features you want to get a plan that fits your needs.
No more rigid plans. Upgrade, downgrade or cancel at any time.
Claim Your Special Offer 🎁
When you subscribe, you will also get a free premium add-on for three months!
That means you save up to $50 USD per month and $150 USD in total.
Once you subscribe to a plan, all you have to do is send us a live chat with your selected premium add-on from the list below:
- Premium Export Options (Word, CSV & More)
- Custom Categories & Insights
- Recorder Customization (Branding, Input & More)
- Media Player Customization
- Shareable Media Libraries
We will put the add-on live in your account free of charge!
What are you waiting for?
Refer Others & Earn Real Money 💸
If you have friends, peers and followers interested in using our platform, you can earn real monthly money.
You will get paid a percentage of all sales whether the customers you refer to pay for a plan, automatically transcribe media or leverage professional transcription services.
Use this link to become an official Speak affiliate.
Check Out Our Dedicated Resources📚
Book A Free Implementation Session 🤝
It would be an honour to personally jump on an introductory call with you to make sure you are set up for success.
Just use our Calendly link to find a time that works well for you. We look forward to meeting you!