Дата-грамостность и наука о данных: Образовательные подходы и решения

In the context of fundamental changes in the economy and the labor market, the introduction of educational programs in the field of data analysis and machine learning at all levels of education with the priority of integrating mathematical, natural science and socio-humanitarian knowledge becomes important. An overview and analysis of foreign experience and main discussion topics in the development of educational modules for data science and machine learning for adolescents and adolescents is presented

Modern statistical literacy, data science, dashboards, and automated analytics and its applications

With regard to the internationalization of statistics education, this paper considers first a global context concerning modern statistical literacy, data science, and dashboards. Then, it examines data discovery using automated analytics, whereby data insights may be indicated by suitable signals generated by the computer environment used. This theoretical paper, directed towards statistics educators, as well as other educators in relevant high school subjects, should make them (more) aware of this context and such analytics, supporting them to identify issues that need be considered in their teaching (and research) in order to have their students better prepared for the jobs of tomorrow

VIPLE Extensions in Robotic Simulation, Quadrotor Control Platform, and Machine Learning for Multirotor Activity Recognition

abstract: Machine learning tutorials often employ an application and runtime specific solution for a given problem in which users are expected to have a broad understanding of data analysis and software programming. This thesis focuses on designing and implementing a new, hands-on approach to teaching machine learning by streamlining the process of generating Inertial Movement Unit (IMU) data from multirotor flight sessions, training a linear classifier, and applying said classifier to solve Multi-rotor Activity Recognition (MAR) problems in an online lab setting. MAR labs leverage cloud computing and data storage technologies to host a versatile environment capable of logging, orchestrating, and visualizing the solution for an MAR problem through a user interface. MAR labs extends Arizona State University’s Visual IoT/Robotics Programming Language Environment (VIPLE) as a control platform for multi-rotors used in data collection. VIPLE is a platform developed for teaching computational thinking, visual programming, Internet of Things (IoT) and robotics application development. As a part of this education platform, this work also develops a 3D simulator capable of simulating the programmable behaviors of a robot within a maze environment and builds a physical quadrotor for use in MAR lab experiments.Dissertation/ThesisMasters Thesis Computer Science 201

Using open ended, ill formed problems to develop and assess Engineering Mathematics competencies.

The purpose of this paper is to report upon how an engineering mathematics class was used to provide a vehicle for students to develop mathematical competencies and hence higher order thinking skills within the broader field of engineering education. Specifically it provided students with the opportunities to think mathematically, reason mathematically, pose and resolve mathematical problems, to use technology to model resolutions, interpret and handle mathematical symbolism and to communicate their resolutions to peers and staff. Using the report produced by the Mathematics Working Group of SEFI (European Society for Engineering Education), which details a framework for mathematics curricula in engineering education (SEFI, 2013), a methodology was identified. This methodology was also based on work previously undertaken by the author (Peters, 2017; Peters, 2015). In section 2.1 (p 13) the report lists and describes a set of eight mathematical competencies: (1) Thinking mathematically, (2) reasoning mathematically, (3) posing and solving mathematical problems, (4) modelling mathematically, (5) representing mathematical entities, (6) handling mathematical symbols and formalism, (7) communicating in, with, and about mathematics and, (8) making use of aids and tools. The report also points out the importance of developing assessment procedures pertinent to competency acquisition (p7). The evidence from this investigation concludes that the majority of students found the experience challenging but worthwhile. They considered they had learnt important skills including the ability to form assumptions, persistence, time management, project management and an enhancement of their mathematical skills in relation to engineering

Κατηγοριοποίηση και περιληπτικές αποδόσεις εργασιών συνεδρίων της ACM SIGCSE

Η παρούσα εργασία αφορά στη μελέτη εργασιών οι οποίες παρουσιάστηκαν στο συνέδριο ACM SIGCSE τις χρονιές 2016, 2017 και 2018. Αρχικά, γίνεται μια κατηγοριοποίηση, με βάση τον κύριο τομέα της Εκπαίδευσης της Πληροφορικής τον οποίο αφορά η κάθε εργασία που παρουσιάστηκε στα προαναφερθέντα συνέδρια. Οι κατηγορίες στις οποίες κατατάχθηκαν τα άρθρα είναι οι εξής: • Αξιολόγηση σπουδαστών • Ασφάλεια και προστασία της ιδιωτικής ζωής • Διαδραστικά περιβάλλοντα μάθησης • Διαφορετικότητα των φύλων/ Πολυπολιτισμικότητα • Εκπαίδευση της Μηχανικής Λογισμικού • Εισαγωγή στην Πληροφορική • Εκπαίδευση της Πληροφορικής • Ενσωμάτωση Πληροφορίας • Ηλεκτρονική μάθηση • Οπτικοποίηση • Πρότυπα αναλυτικά προγράμματα • Πρωτοβάθμια και Δευτεροβάθμια Εκπαίδευση • Συνεργατική Μάθηση • Συστήματα διαχείρισης μάθησης • Υπολογιστική Σκέψη • Υπολογιστικός Αλφαβητισμός Στη συνέχεια, δίνονται περιληπτικές αποδόσεις των εργασιών της χρονιάς 2017 που εμπίπτουν στις παρακάτω επιλεγμένες κατηγορίες: • Αξιολόγηση φοιτητών/μαθητών • Εισαγωγή στην Πληροφορική • Εκπαίδευση της Πληροφορικής • Πρωτοβάθμια και Δευτεροβάθμια Εκπαίδευση • Συνεργατική Μάθηση • Υπολογιστική ΣκέψηThis thesis focuses on the study of papers presented at the ACM SIGCSE conference in the years 2016, 2017 and 2018. Initially, a categorization is defined, based on the main areas of IT education that are included in the aforementioned conferences. The categories in which the articles were classified are: • Student evaluation • Security and Privacy • Interactive learning environments • Gender Diversity / Multiculturalism • Software engineering education • CS1 • Computer Science Education • Integration of Information • E-learning • Visualization • Model curricula • K-12 • Collaborative learning • Computational Thinking • Computing Literacy Afterwards, reviews of the papers of the year 2017 are presented concerning the following categories: • Student evaluation • CS1 • Computer Science Education • K-12 • Collaborative learning • Computational Thinkin

Enhancing Free-text Interactions in a Communication Skills Learning Environment

Learning environments frequently use gamification to enhance user interactions.Virtual characters with whom players engage in simulated conversations often employ prescripted dialogues; however, free user inputs enable deeper immersion and higher-order cognition. In our learning environment, experts developed a scripted scenario as a sequence of potential actions, and we explore possibilities for enhancing interactions by enabling users to type free inputs that are matched to the pre-scripted statements using Natural Language Processing techniques. In this paper, we introduce a clustering mechanism that provides recommendations for fine-tuning the pre-scripted answers in order to better match user inputs

Street Furniture and the Nation State: A Global Process

In the popular imagination, street furniture has traditionally been understood as evoking a sense of national or local identity. From Paris’ metro entrances, DDR lampposts in Berlin, and London’s york stone pavements, the designed environment has been able to contribute to the unique qualities of a place. In some instances this was deliberate. In postwar Britain for instance, the Council of Industrial Design – a state-funded design organization - often appeared to measure the quality of street furniture on the basis of its national characteristics. On other occasions, the relationship between such objects and identity emerged accidentally. In Britain during the 1980s, for example, the replacement of Gilbert Scott's red telephone box with an alternative BT model provoked considerable debate. For many people, this act was not just a Conservative attack on nationalization and state-ownership, but also on the very fabric of British identity. This understanding of street furniture has retained its currency for many years, and cities across the world have used street furniture to provide a sense of visual coherency for neighbourhoods in need of new identities, strengthening their character and improving the public's relationship to them. In this way, street furniture has been employed as a cipher for the narrative of regeneration, in which - as a means of altering the identity of a space - street furniture can project a new face upon the street. Increasingly however, advertising companies are able to lever themselves into the street furniture market by offering to provide the service to the local authorities for free in return for advertising space. In offering this service, global companies like JC Decaux, Wall and Clear Channel command a huge amount of commercial power within the city. The excessive homogenization of street furniture coupled with the overwhelming presence of advertising which is increasingly sanctioned by local authorities keen to reduce costs, has resulted in the perception of poorer quality streets. Thus, the irony of regeneration is that by seeking to promote the unique identity of a city, many places often end up looking more and more alike. This paper will examine recent developments in the process by which the street is furnished and the agents responsible. It will specifically look at how these changes have affected the relationship between street furniture and identity, and equally the effect this process has had on understandings of national design histories. Clearly, evaluating contemporary street furniture through the lens of the nation-state is of very little value, since the international differences between street furniture are considerably less marked than they used to be. This extraordinary aesthetic convergence is partly linked to economies of scale - after all, just how many different kinds of bus stop can Europe afford to have? Yet it also reflects some of the challenges posed by globalization and privatization of public space. This paper will reflect upon that process, and how these bigger narratives increasingly affect the landscape of the street