AI use case

Improving domain adaptation for language models

by
UC Berkeley
Context

Researchers at UC Berkeley have introduced RAFT (Retrieval-Augmented Fine-Tuning) by leveraging Meta Llama 2 on Azure AI Studio. RAFT enhances domain adaptation in language models by improving their ability to retrieve and integrate relevant information. This novel approach benefits specialized applications by making Meta Llama 2 more versatile and adaptable to various domain-specific tasks.

Results
Results not reported in the source
Industry
Education
Published
October 10, 2023
Agent type
Code Agents
AI provider
Meta
Models/tools
Not disclosed
ICE score
336
The ICE framework in this database provides a quick way to assess the feasibility and potential impact of AI use cases, with higher scores signaling more actionable opportunities.

Impact: Potential benefits to the business.

Confidence: Likelihood of achieving expected results.

Ease: Simplicity of implementation in terms of resources and time.

ICE Score: Calculated by multiplying the component scores.

Note:
Each score is AI-generated based on available data and should be viewed merely as a general guideline for deeper exploration of the use cases.
Impact
8
Confidence
7
Ease
6

20

AI use cases in

Education

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StudyFetch

Education
Use case
Accessible study support
Context

StudyFetch built a comprehensive learning platform powered by Claude, providing personalized learning experiences through their AI tutor Spark.E. The platform analyzes lectures, generates study materials, and offers 24/7 tutoring support in over 20 languages, enabling students to master complex subjects with tailored, interactive assistance.

Pepperdine University

Education
Use case
Improving accessibility for students
Context

Pepperdine University uses Gemini for Google Workspace to enhance accessibility and collaboration across campuses. Faculty leverage generative AI for custom lesson plans and research support, while administrative teams use it for tasks like creating meeting minutes and custom images for presentations. Live captioning and translation features in Google Meet address language barriers, fostering equity and accessibility for students.

MagicSchool

Education
Use case
Reducing teacher workload
Context

MagicSchool, an AI assistant platform for educators and students, uses Anthropic's Claude to help teachers save time by automating tasks like lesson planning, quizzes, and personalized student feedback. This allows teachers to focus more on student interaction, reducing burnout and improving education quality.

Models/tools
...
1
Explore industries

43

companies using

Code Agents

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Use case
Building web apps directly in the browser
Context

StackBlitz integrated Claude 3.5 Sonnet into its browser-based development platform, Bolt, enabling users to develop sophisticated web applications with natural language inputs. This allowed both developers and non-developers to go from idea to production in one click, without needing coding experience or virtual machines.

Models/tools
...
1
Use case
Reducing development costs
Context

StackBlitz integrated Claude 3.5 Sonnet into Bolt, their browser-based development platform, enabling users to create web applications via natural language without coding experience. This integration allowed rapid development and reduced costs by leveraging Claude's zero-shot code generation capabilities alongside WebContainers technology.

Models/tools
...
1
Use case
Enhancing developer productivity
Context

Tabnine, an AI coding assistant, uses Claude 3.5 Sonnet for code explanations, suggestions, and code generation. Using Claude in Amazon Bedrock, Tabnine assists on common coding tasks like completions, debugging, test generation, refactoring, and code migration.

Models/tools
...
2
Explore agents

49

solutions powered by

Meta

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Use case
Automate image segmentation
Context

Roboflow uses Meta's Segment Anything Model (SAM) to enable users to automatically segment objects in images and videos, significantly reducing the time required to create training datasets for computer vision models.

Models/tools
...
2
Use case
Protecting customer privacy in personalized recommendations
Context

Untukmu.AI, an online gifting site in Indonesia, uses Meta's Llama 3.1 8B model with split inference processing to protect customer privacy. By running part of the AI model on customers' devices and the rest on their servers, they deliver personalized gift recommendations without accessing or storing personal data. This ensures customer privacy while still providing high-quality, tailored suggestions, enhancing trust and satisfaction.

Models/tools
...
1
Use case
Understanding complex codebases
Context

CodeGPT, a popular coding assistant with over 1.4 million downloads, integrates Meta's Llama models to enhance developer productivity. By using Llama 3.2 (90B), CodeGPT helps developers not just generate code but also answer questions about their codebase, debug code, and onboard new team members. It includes a codebase graph mechanism that lets Llama understand entire repositories, allowing developers to effectively "talk" with their code. This integration leads to at least a 30% increase in productivity and accelerates onboarding from months to days.

Models/tools
...
1
Explore AI providers

188

AI use cases in

North America

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Use case
Slow advisor information retrieval
Context

Morgan Stanley integrated GPT-4 and Whisper from OpenAI into their workflows, including an internal chatbot and meeting summary tool, enabling financial advisors to quickly retrieve firm knowledge, generate summaries, and provide timely, tailored client insights.

Models/tools
...
2
Use case
Automate customer interactions
Context

Humach, a customer experience solutions provider, uses Claude via Amazon Bedrock to power AI-assisted agents and digital workers that streamline customer interactions across multiple channels. They developed a Custom Language Model framework integrated into their mAI Pilot platform, including digital voice agents, live agent assistance, sentiment analysis, and content classification.

Models/tools
...
2
Use case
Empathetic voice interactions
Context

Hume AI, a leader in emotionally intelligent AI systems, utilizes Anthropic's Claude to power natural and empathetic voice conversations through their EVI platform. This integration enables Hume's clients in healthcare, customer service, and consumer applications to build trust with users by providing emotionally aware and responsive interactions.

Models/tools
...
1
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