This document summarizes Chin Yun Yu's presentation on developing a Non-negative Matrix Factorization (NMF) library in PyTorch. It introduces NMF and PyTorch, describes how Yu developed a PyTorch implementation of NMF called torchnmf with features like convolutional cases, and discusses potential applications of combining NMF with deep learning. The document also provides an overview of Yu's background and the presentation outline.
This document discusses the relationships between various performance measures used to evaluate and compare risk prediction models, including the net reclassification improvement (NRI) and decision-analytic measures. It explains that the NRI at a risk threshold T is equal to the difference in sensitivity plus specificity (Youden index) between two models. Decision-analytic measures like net benefit and relative utility are preferable to NRI as they account for different costs of misclassifying patients with or without the outcome. The document also presents a case study comparing a ovarian tumor risk prediction model with and without the CA-125 tumor marker, finding a negative NRI but positive net benefit and relative utility at threshold T=5%.
The document describes a multi-course tasting menu featuring seasonal ingredients from local farms and vendors. Each course is paired with a specific wine. Dishes include a heirloom tomato and squash terrine, raw hamachi crudo, rabbit with baby carrots, duck breast with foie gras and salsify, beef short ribs and flat iron, and a hazelnut and plum dessert. The menu was prepared by three chefs and includes wines selected by a representative from the wine distributor New France Wines.
This document summarizes Chin Yun Yu's presentation on developing a Non-negative Matrix Factorization (NMF) library in PyTorch. It introduces NMF and PyTorch, describes how Yu developed a PyTorch implementation of NMF called torchnmf with features like convolutional cases, and discusses potential applications of combining NMF with deep learning. The document also provides an overview of Yu's background and the presentation outline.
This document discusses the relationships between various performance measures used to evaluate and compare risk prediction models, including the net reclassification improvement (NRI) and decision-analytic measures. It explains that the NRI at a risk threshold T is equal to the difference in sensitivity plus specificity (Youden index) between two models. Decision-analytic measures like net benefit and relative utility are preferable to NRI as they account for different costs of misclassifying patients with or without the outcome. The document also presents a case study comparing a ovarian tumor risk prediction model with and without the CA-125 tumor marker, finding a negative NRI but positive net benefit and relative utility at threshold T=5%.
The document describes a multi-course tasting menu featuring seasonal ingredients from local farms and vendors. Each course is paired with a specific wine. Dishes include a heirloom tomato and squash terrine, raw hamachi crudo, rabbit with baby carrots, duck breast with foie gras and salsify, beef short ribs and flat iron, and a hazelnut and plum dessert. The menu was prepared by three chefs and includes wines selected by a representative from the wine distributor New France Wines.
The Rankins, farmers in Werrimull, Victoria, have developed a unique way to maintain crop yields with lower costs by using Australian Vermiculture products instead of chemical fertilizers. They have seen yields of 1.2-1.6 tonnes per hectare while spending $130,000 less annually. The Progrow liquid product increases soil biomass and enhances plant color and growth within 72 hours of application. Using Australian Vermiculture products has improved the soil health and protein levels in wheat crops on the Rankin's farm.
Intelligent Kindness Healthcare (iKindness) is an Indian home healthcare service that aims to bring medical care directly to patients' homes or offices. They offer a range of services including home visits from doctors and nurses, lab tests, medications delivered to homes, and access to electronic medical records from home. For a low monthly fee of about 150 rupees, patients can receive primary care services at home as well as access to discounted specialty and hospital care through iKindness' partnerships with other providers.
A joint program between a local high school and the horticulture industry in Renmark, South Australia has helped increase the Year 12 completion rate to 93%, a 10% rise. Through the program, students spend one day a week gaining vocational qualifications in subjects like horticulture, construction, and business. They can complete certificate levels 2 and 3, providing recognized skills and increasing employment prospects. Industry representatives also benefit from a more skilled local workforce. The program fosters desirable careers in horticulture and helps connect students to the right pathways.
Haiku Deck is a presentation platform that allows users to easily create Haiku-style presentations. The platform encourages users to get inspired and create their own Haiku Deck presentations, which can be shared on SlideShare. Users can get started making a Haiku Deck presentation with just a few clicks to design beautiful, minimalist slides.
El documento presenta una serie de fotografías tomadas por José María Pérez Gómez de la Romería Cristo del Romeral, una peregrinación religiosa cristiana.
Sara Ibrahiem Ibrahiem El Mehy provides her curriculum vitae which includes personal details such as her date of birth, marital status, nationality, and religion. She lists her qualifications as a B.Sc of Veterinary Medicine from Mansoura University in 2016 and training for one month in Mansoura Kidney Hospital. Her skills include fluency in Arabic and English, good computer skills, internet skills, communication skills, ability to work hard under stress, being a quick learner, and teamwork skills.
The document describes several common farm animals, including cows, chickens, pigs, sheep, horses, ducks, goats. For each animal, it provides a short description of what sound they make and what product they provide, such as milk from cows and eggs from chickens. It concludes by providing some links to additional farm animal websites.