SVMlight is an implementation of Support Vector Machines (SVMs) that can be used for classification, regression, and preference ranking problems. It has efficient memory usage and can handle large datasets. The source code and binaries can be downloaded for various operating systems. SVMlight consists of a learning module (svm_learn) that trains models from input data, and a classification module (svm_classify) that applies trained models to make predictions on new data. The svm_learn module is called with options to specify the problem type, tradeoff parameter, and other settings. Models are saved for use by svm_classify.
This document provides an introduction to machine learning, including representations of real-life phenomena as objects and features, supervised learning using labeled training data to learn functions, unsupervised learning to group unlabeled data into clusters, and examples of decision trees for word sense disambiguation and k-means clustering. Interactive demos and references are also listed.
The document discusses research on learning to improve the efficiency of machine learning algorithms through speedup learning. It provides three key points:
1) Early work on explanation-based learning for speedup had limited success, but techniques like memoization and clause learning led to major improvements in SAT solvers.
2) More recent approaches use predictive models trained on dynamic features to learn optimal policies for controlling search algorithms, like setting noise levels or restart policies.
3) Open problems remain in developing optimal predictive policies with partial information and approximations, to continue improving search and reasoning performance.
The document discusses computational thinking and its applications across many disciplines. It defines computational thinking as the process of abstraction in computing, including defining relationships between layers of abstraction. The document provides examples of computational thinking in fields like biology, physics, chemistry, mathematics, engineering, and more. It also discusses the importance of computational thinking in education and daily life.
Suomen Tekstiili & Muoti ry:n asiantuntijan Pia Vileniuksen esitys Tutkimus tekstiiliteollisuusalan tilanteesta 2015 Sitran ja Suomen Tekstiili & Muoti ry:n järjestämässä Tekstiili, muoti & kierotalous? -tilaisuudessa 25.5.2015.
This document appears to be a catalog listing various relaxing mechanical chairs for sale, including models called Dondolò, Athena, Day, Giulia, Giulia XL, Pocket, Memory, Mizar, and Aida. Each chair listing includes a repeated link to the website www.tinomariani.it, suggesting this is the manufacturer or retailer of the chairs.
The document describes several leather couches and sectional sofas available from the furniture company Tinomariani. It lists the product names such as "Central small", "Chic", "Blow", "Winter", and "Chester" along with the company website.
This document contains the names of various furniture collections and designers, including Divani Moderni, Merit, Blow, Harry, Madison, York, Mixage, and Isola, as well as multiple references to the website www.tinomariani.it.
The document appears to contain product listings for various sofas or couches. It includes dimensions for the sofas such as length, height, and depth both when closed and opened. The listings also include colors or names for the sofas like "pasha", "zeus", "energy", and "double".
O documento lista vários modelos de sofás e bancos da marca Divani Moderni, incluindo Soft Bench, Casablanca, Jack, Thomas, Espace, Bold e Johnny, sendo que alguns são compatÃveis entre si para compor conjuntos.
This document contains the names of various furniture collections and designers, including Divani Moderni, Merit, Blow, Harry, Madison, York, Mixage, and Isola, as well as multiple references to the website www.tinomariani.it.
The document appears to contain product listings for various sofas or couches. It includes dimensions for the sofas such as length, height, and depth both when closed and opened. The listings also include colors or names for the sofas like "pasha", "zeus", "energy", and "double".
O documento lista vários modelos de sofás e bancos da marca Divani Moderni, incluindo Soft Bench, Casablanca, Jack, Thomas, Espace, Bold e Johnny, sendo que alguns são compatÃveis entre si para compor conjuntos.