Ayesha Imran@Ayesha_Imr
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BYTE - AI-Based Nutrition App
Transform Your Diet with Our AI-Powered Nutrition App: Discover personalized dietary guidance with our innovative app, combining AI technology and personalized nutrition. Tailored to enhance your health and wellness, our app caters to your unique dietary needs and goals. Key Features: Personal Health Profiling: Input your health details, including allergies, weight goals, and exercise habits. Upload medical documents for an in-depth analysis. Instant Nutritional Label Analysis: Scan food labels to understand their nutritional content instantly. Customized AI Dietary Advice: Using Weaviate's vector database, our AI algorithm provides personalized dietary recommendations based on your health data and food label information. Personalized Internet-Enabled Suggestions: Coral, our intelligent chatbot, uses co.chat's RAG connector to retrieve tailored nutritional information and user data, ensuring responses that meet your specific dietary needs. Healthier Product Alternatives: The app employs co.chat's RAG search-query-generator and Google's Custom Search API to find better-suited food products on Amazon, aligning with your health profile. Data Security and Privacy: Weaviate's multi-tenancy feature ensures the protection of your personal information through secure session tokens. Streamlined User Interface: Our Streamlit-powered interface provides an intuitive and seamless user experience. Robust Heroku Backend: Hosted on Heroku, the app guarantees reliable and scalable performance. Purpose: This app is your pocket-sized dietitian, simplifying nutrition labels into actionable advice. Whether managing allergies, pursuing weight goals, or enhancing athletic performance, our app offers a spectrum of dietary solutions through cutting-edge AI and comprehensive data analysis.
Cohere-Powered Exam RAG Bot
The "Cohere-Powered Exam RAG Bot" is a cutting-edge educational platform for O Level Physics, leveraging Cohere's language models to aid learning. Cohere Embed transforms course notes into vector embeddings, creating a mathematical representation for quick information retrieval, with Qdrant ensuring a scalable vector database. Cohere Generate, using the command-nightly model, responds to queries with contextually aware answers, simulating a tutor's assistance. Cohere ReRank refines this process, selecting the most pertinent documents to bolster the bot's response quality and speed. At the core, Langchain weaves together document retrieval and natural language processing to form an intelligent RAG system, while Streamlit's interactive interface makes the AI accessible and user-friendly. The app's market value stems from its innovative approach to personalized, tech-based learning. It stands out for its on-demand educational support, meeting the increasing need for accessible learning tools. Future expansions include multimodal capabilities, enabling the bot to interpret diagrams and images, and multilingual support, broadening its user base. Plans to enrich the knowledge base and branch into subjects like Chemistry and Math will transform the app into a comprehensive academic resource. This growth trajectory positions the "Cohere-Powered Exam RAG Bot" to reshape e-learning globally.
SPROUT
In the realm of agriculture, timely and accurate information can be the difference between a bountiful harvest and a failed crop. SPROUT addresses this critical need by offering an innovative platform that combines the power of AI with cutting-edge technologies like NDVI image analysis, multimodal data synthesis, and retrieval-augmented generation (RAG) to deliver real-time insights into crop health and disease diagnostics. Our target audience includes farmers, agronomists, and agricultural enterprises seeking to leverage technology for enhanced decision-making. By utilizing tools such as Vertex AI for disease classification and vector search, LangChain with LlamaIndex for nuanced query responses, and Multimodal RAG for image analysis, SPROUT offers a comprehensive solution that goes beyond traditional farming applications. One of SPROUT's unique features is the incorporation of CLIP, Hugging face Embeddings and Fuyu-8b models, which empower the platform with exceptional understanding and analysis of both textual and visual data. Our evaluation with TrueLlama and TrueChain ensures that the responses and solutions provided are not only accurate but also constantly improving. In an industry where precision and efficiency are paramount, SPROUT stands out by offering a seamless and intuitive interface through Streamlit, ensuring that our sophisticated technology translates into tangible benefits for users across the globe. With SPROUT, farmers can optimize their practices, reduce environmental impact, and secure their crops' health and productivity, ushering in a new era of sustainable and informed agriculture.
