TruEra TruLens AI technology Top Builders
Explore the top contributors showcasing the highest number of TruEra TruLens AI technology app submissions within our community.
TruLens: Tools for Neural Network Development and Explainability
TruLens provides a set of tools for developing and monitoring neural nets, including large language models. This includes both tools for evaluation of LLMs and LLM-based applications with TruLens-Eval and deep learning explainability with TruLens-Explain. TruLens-Eval and TruLens-Explain are housed in separate packages and can be used independently.
|Type||LLMs Development and Explainability Tool|
TruLens-Eval contains instrumentation and evaluation tools for large language model (LLM) based applications. It supports the iterative development and monitoring of a wide range of LLM applications by wrapping your application to log key metadata across the entire chain (or off chain if your project does not use chains) on your local machine. Importantly, it also gives you the tools you need to evaluate the quality of your LLM-based applications.
Evaluation: TruLens supports the evaluation of inputs, outputs, and internals of your LLM application using any model, including LLMs. It offers various out-of-the-box feedback functions for evaluation, such as groundedness, relevance, and toxicity. The framework is easily extensible for custom evaluation requirements.
Tracking: TruLens contains instrumentation for any LLM application, including question answering, retrieval-augmented generation, agent-based applications, and more. This instrumentation allows for the tracking of a wide variety of usage metrics and metadata. TruLens' instrumentation can be applied to any LLM application without being tied down to a specific framework. Additionally, deep integrations with LangChain and Llama-Index allow the capture of internal metadata and text. Anything that is tracked by the instrumentation can be evaluated!
TruLens-Explain is a cross-framework library for deep learning explainability. It provides a uniform abstraction layer over TensorFlow, PyTorch, and Keras, allowing for input and internal explanations.
TruLens User Case Guides
- Evaluate and Improve your Chatbots with TruLens
- TruLens + Google Cloud Vertex AI Tutorial: Improve the customers support
- TruLens + Google Cloud Vertex AI Tutorial: Building RAG Applications
👉 Discover more TruLens Tutorials on lablab.ai
TruEra TruLens AI technology Hackathon projects
Discover innovative solutions crafted with TruEra TruLens AI technology, developed by our community members during our engaging hackathons.
Bizzbot Hub - The busy entrepreneurs sidekick
Introducing BizzBot – Your All-in-One Business Solution Struggling to juggle studies and manage your food stall? Enter BizzBot, your AI business assistant. Real Conversations and Real-Time Data Engage clients instantly with real-time assistance and information, seamlessly integrating with WhatsApp, Discord, Instagram, or any preferred channel. Sentiment Analysis Understand and respond to customer emotions using advanced sentiment analysis, creating more personalized and empathetic interactions. Feedback Collection Collect and process customer feedback for continuous improvement, ensuring services align with customer expectations. Order Confirmation and Notification Swiftly confirm orders, provide delivery details, and send notifications, keeping customers informed across various channels. Tailored Recommendations BizzBot offers personalized suggestions based on customer preferences, enhancing engagement and satisfaction effortlessly. Effortless Integration and Inventory Management Create a customized bot in just 5 minutes, integrating BizzBot seamlessly across platforms. Manage inventory effortlessly for smooth business operations. Revolutionize customer interactions and simplify stall management with BizzBot. Let it handle the details while you focus on your studies. It's not just a chatbot; it's your business ally.
MediBot AI-Powered Healthcare Guidance
Revolutionizing Healthcare by merging cutting-edge AI technology within a user-friendly chatbot. This innovative solution empowers patients, caregivers, and healthcare professionals by delivering immediate, precise medical guidance. Its implementation vastly enhances diagnostic capabilities, expediting accurate assessments, and streamlining patient care processes. Experience the future of healthcare with MediBot's seamless AI-driven assistance, transforming the landscape of preliminary diagnoses and interactions within the healthcare domain. Join us in reshaping how healthcare is accessed, offered, and experienced.
TruLens-MindShield An AI-Assisted Firewall for Cognitive Integrity. Overview Problem Statement: Address the issue of cognitive manipulation and the algorithmic promotion of toxicity in social media and other digital platforms. Tool Utilization: Employ TruLens-Eval for real-time evaluation of content and TruLens-Explain to provide insight into why certain content is deemed manipulative or toxic. Use TruEra for fine-tuning and ensuring the model performs at its peak capabilities. Innovation Technical Feasibility: Create a browser extension or app that integrates with social media platforms to provide real-time filtering and explanations. Unique Features: The system will include a user-customizable dashboard to set personal filters for what kinds of content they wish to be shielded from. Why It's Unique Gap Analysis: There is a lack of tools aimed specifically at protecting users from manipulative or emotionally charged content. Transparency Factor: TruLens-Explain will provide users with the rationale behind the filtering decisions, offering transparency and control. Where It Has Potential Real-world Relevance: The pervasive influence of toxic and manipulative content is a pressing issue in today's digital landscape. Tool Efficacy: The project aims to fully utilize TruLens and TruEra for real-time evaluation and fine-tuning. Performance Metrics: Success would be evaluated based on user satisfaction and the ability to accurately filter and explain problematic content in real-time. MindShield aims to offer users a protective layer against the cognitive hazards of the digital world, from outrage mobs to manipulative bots. By providing both a real-time filter and transparent explanations for its actions, it addresses many of the concerns faced online, making it a relevant and potentially impactful project.
Title: TruLens Enhanced: Advanced AI Model Comparison with HuggingFace Integration Summary: Objective: We've upgraded Tru Eval by integrating it with HuggingFace endpoints, creating TruLens Enhanced, a powerful tool for comparing and understanding AI models. Key Features: HuggingFace Integration: Access to a wide range of pre-trained models for comprehensive comparison. 3B Model Benchmarking: Utilize our advanced 3B models with superior inference capabilities for benchmarking against other models. TruLens Dashboard: A user-friendly interface for visualizing performance metrics and model comparisons. Interactive Notebook: An engaging environment for users to experiment with and learn from different models. Community-Friendly: Accessible to a diverse range of users, from AI professionals to beginners. Impact: Educational Value: A resource for learning and teaching AI. R&D Acceleration: Facilitates quick, in-depth comparisons of models, aiding research and development. Business Intelligence: Assists businesses in selecting the most suitable models for their needs. Conclusion: TruLens Enhanced revolutionizes the way AI models are compared and understood, combining the power of HuggingFace's APIs with our advanced 3B models. It's an essential tool for anyone involved in AI, from researchers to business professionals.