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  • Presentation 
    COIN services and innovation

    COIN services and innovation

    This video was recorded at COIN / PlanetData Winter School on Knowledge Technologies for Complex Business Environments, Ljubljana 2011. Organized by COIN FP7 Integrated Project and PlanetData FP7 Network of Excellence, the school seeks to bring together students, scholars and researchers from industry in order to foster collaboration and interoperability with innovative services and project large-scale data management in business environments. The main topics of the winter school are: Interoperability and collaboration models and solutions, Enterprise interoperability and collaboration services, Innovative knowledge and semantically powered technologies, Knowledge process and context modelling, Pro-active knowledge tools, Large scale analytics and reasoning tools, Business cases and real case studies.

    Subjects:
    Management and Computing
    Keywords:
    Enterprise application integration (Computer systems) Internetworking (Telecommunication) Management information systems Information resources management
    Resource Type:
    Presentation
     
    OER
  • Courseware 
    CS229 - Machine Learning

    CS229 - Machine Learning

    This course provides a broad introduction to machine learning and statistical pattern recognition. Topics include: supervised learning (generative/discriminative learning, parametric/non-parametric learning, neural networks, support vector machines); unsupervised learning (clustering, dimensionality reduction, kernel methods); learning theory (bias/variance tradeoffs; VC theory; large margins); reinforcement learning and adaptive control. The course will also discuss recent applications of machine learning, such as to robotic control, data mining, autonomous navigation, bioinformatics, speech recognition, and text and web data processing.

    Subjects:
    Computing
    Keywords:
    Pattern perception -- Statistical methods Machine learning
    Resource Type:
    Courseware
     
  • Courseware 
    CS50’s Introduction to Artificial Intelligence with Python

    CS50’s Introduction to Artificial Intelligence with Python

    This course explores the concepts and algorithms at the foundation of modern artificial intelligence, diving into the ideas that give rise to technologies like game-playing engines, handwriting recognition, and machine translation. Through hands-on projects, students gain exposure to the theory behind graph search algorithms, classification, optimization, reinforcement learning, and other topics in artificial intelligence and machine learning as they incorporate them into their own Python programs. By course’s end, students emerge with experience in libraries for machine learning as well as knowledge of artificial intelligence principles that enable them to design intelligent systems of their own.

    Course related:
    COMP3011 Design and Analysis of Algorithms, COMP1001 Problem Solving Methodology in Information Technology, COMP4434 Artificial Intelligence, and COMP2011 Data Structures
    Subjects:
    Human-Computer Interaction and Computing
    Keywords:
    Computer programming Computer science Python (Computer program language) Artificial intelligence
    Resource Type:
    Courseware
     
  • Others 
    Codecademy: Learn to Code for Free

    Codecademy: Learn to Code for Free

    Learn to Code for Free. We're here to make coding more accessible, so everyone can learn the skills they need to upgrade their careers. For example, you can learn Python, HTML, CSS, and JavaScript.

    Subjects:
    Computing
    Keywords:
    Computer programming Programming languages (Electronic computers)
    Resource Type:
    Others
     
  • Courseware 
    Communicating with Mobile Technology

    Communicating with Mobile Technology

    This course covers the basics of J2ME and explores mobile imaging and media creation, GPS location, user-centered design, usability testing, and prototyping. Java experience is recommended.

    Subjects:
    Computing
    Keywords:
    Mobile apps Mobile computing Cell phone systems Application software -- Development
    Resource Type:
    Courseware
     
  • Courseware 
    Computation Structures

    Computation Structures

    This course introduces architecture of digital systems, emphasizing structural principles common to a wide range of technologies. It covers the topics including multilevel implementation strategies, definition of new primitives (e.g., gates, instructions, procedures, processes) and their mechanization using lower-level elements. It also includes analysis of potential concurrency, precedence constraints and performance measures, pipelined and multidimensional systems, instruction set design issues and architectural support for contemporary software structures.

    Subjects:
    Electrical Engineering and Computing
    Keywords:
    Digital electronics
    Resource Type:
    Courseware
     
  • Courseware 
    Computational Personal Genomics: Making Sense of Complete Genomes

    Computational Personal Genomics: Making Sense of Complete Genomes

    With the growing availability and lowering costs of genotyping and personal genome sequencing, the focus has shifted from the ability to obtain the sequence to the ability to make sense of the resulting information. This course is aimed at exploring the computational challenges associated with interpreting how sequence differences between individuals lead to phenotypic differences in gene expression, disease predisposition, or response to treatment.

    Subjects:
    Computing and Biology
    Keywords:
    Genomics Genomes
    Resource Type:
    Courseware
     
  • Courseware 
    Computer Systems Security

    Computer Systems Security

    6.858 Computer Systems Security is a class about the design and implementation of secure computer systems. Lectures cover threat models, attacks that compromise security, and techniques for achieving security, based on recent research papers. Topics include operating system (OS) security, capabilities, information flow control, language security, network protocols, hardware security, and security in web applications.

    Subjects:
    Computing
    Keywords:
    Data protection Computer security Computer networks -- Security measures Data encryption (Computer science)
    Resource Type:
    Courseware
     
  • Presentation 
    Content as basis for Social Connectness …as basis for better User Experience

    Content as basis for Social Connectness …as basis for better User Experience

    This video was recorded at COIN / PlanetData Winter School on Knowledge Technologies for Complex Business Environments, Ljubljana 2011. Organized by COIN FP7 Integrated Project and PlanetData FP7 Network of Excellence, the school seeks to bring together students, scholars and researchers from industry in order to foster collaboration and interoperability with innovative services and project large-scale data management in business environments. The main topics of the winter school are: Interoperability and collaboration models and solutions, Enterprise interoperability and collaboration services, Innovative knowledge and semantically powered technologies, Knowledge process and context modelling, Pro-active knowledge tools, Large scale analytics and reasoning tools, Business cases and real case studies. Detailed information can be found here.

    Subjects:
    Management and Computing
    Keywords:
    Online social networks Computer software -- Development -- Social aspects Computer networks -- Social aspects Social networks
    Resource Type:
    Presentation
     
    OER
  • Video 
    Cryptography 101 - The Basics

    Cryptography 101 - The Basics

    This video introduces basic terminology in cryptography, including what is a ciphertext, plaintext, keys, public key crypto, and private key crypto. This is a video shared via the picoCTF youtube channel. picoCTF is a platform organized by Carnegie Mellon University (“CMU”)

    Subjects:
    Computing
    Keywords:
    Cryptography Data encryption (Computer science)
    Resource Type:
    Video
     
  • Others 
    Data Analysis with Python

    Data Analysis with Python

    Python can be easy to pick up whether you're a first time programmer or you're experienced with other languages. The following pages are a useful first step to get on your way writing programs with Python!

    Subjects:
    Computing
    Keywords:
    Computer programming Python (Computer program language) Information visualization Computer science
    Resource Type:
    Others
     
  • Courseware 
    Data Analysis: Building your Own Business Dashboard

    Data Analysis: Building your Own Business Dashboard

    Are you ready to leave the sandbox and go for the real deal? Have you followed Data Analysis: Take It to the MAX() and Data Analysis: Visualization and Dashboard Design and are ready to carry out more robust data analysis? In this project-based course you will engage in a real data analysis project that simulates the complexity and challenges of data analysts at work. Testing, data wrangling, Pivot Tables, sparklines? Now that you have mastered them you are ready to apply them all and carry out an independent data analysis. For your project, you will pick one raw dataset out of several options, which you will turn into a dashboard. You will begin with a business question that is related to the dataset that you choose. The datasets will touch upon different business domains, such as revenue management, call-center management, investment, etc.

    Subjects:
    Computing
    Keywords:
    Visual analytics Information visualization Industrial management -- Data processing Dashboards (Management information systems)
    Resource Type:
    Courseware
     
  • Courseware 
    Data Analysis: Take it to the MAX

    Data Analysis: Take it to the MAX

    This course is for all of those struggling with data analysis. You will learn: - Overcome data analysis challenges in your work and research - Increase your productivity and make better business decisions - Enhance your data analysis skills using spreadsheets - Learn about advanced spreadsheet possibilities like array formulas and pivottables - Learn about Excel 2013 features like PowerPivot & PowerMap - Learn to organize and test your spreadsheets

    Subjects:
    Computing
    Keywords:
    Electronic spreadsheets -- Computer programs Visual analytics Python (Computer program language) Information visualization Microsoft Excel (Computer file)
    Resource Type:
    Courseware
     
  • Courseware 
    Data Analysis: Visualization and Dashboard Design

    Data Analysis: Visualization and Dashboard Design

    This course covers the main tasks required from data analysts today, including importing, summarizing, interpreting, analyzing and visualizing data. It aims to equip you with the tools that will enable you to be an independent data analyst. Most techniques will be taught in Excel with add-ons and free tools available online. You will learn: - How to make data come to life with well-known types of visualizations such as line and bar graphs and new types of visualizations such as spark lines, contour plots and population pyramids. - How to create dashboards in Excel based on live data that can meet managerial and business needs. - How to connect data from different sources, such as the web and exports from your CRM, ERP, SAP or data warehouse. - Some hands-on data science and how to use actionable analysis tools. - Deep dive into known tools like PivotTables and introduce new ones like the analysis toolpak

    Subjects:
    Computing
    Keywords:
    Visual analytics Information visualization Industrial management -- Data processing Dashboards (Management information systems) Microsoft Excel (Computer file)
    Resource Type:
    Courseware
     
  • Others 
    Data Visualization

    Data Visualization

    Make great data visualizations. A great way to see the power of coding!

    Subjects:
    Computing
    Keywords:
    Information visualization Python (Computer program language)
    Resource Type:
    Others
     
  • Courseware 
    Database Systems

    Database Systems

    This course introduces the foundations of database systems, focusing on basics such as the relational algebra and data model, schema normalization, query optimization, and transactions. It is designed for students who have taken 6.033 (or equivalent); no prior database experience is assumed, though students who have taken an undergraduate course in databases are encouraged to attend.

    Subjects:
    Computing
    Keywords:
    Database management
    Resource Type:
    Courseware
     
  • Others 
    Deep Learning

    Deep Learning

    Use TensorFlow to take machine learning to the next level. Your new skills will amaze you.

    Subjects:
    Computing
    Keywords:
    Python (Computer program language) Machine learning
    Resource Type:
    Others
     
  • Others 
    OER

    Deep Learning in GeoSpatial Artificial Intelligence

    Geospatial artificial intelligence sometimes referred to as geoAI is recently receiving so much attention. From large-scale projects to smaller projects. GeoAI can be referred to as using artificial intelligence with Geographical information system to analyse and produce solution-based predictions.

    Subjects:
    Computing and Land Surveying and Geo-Informatics
    Keywords:
    Geospatial data Geographic information systems Artificial intelligence
    Resource Type:
    Others
     
  • Video 
    Derek Banas Programming Tutorials

    Derek Banas Programming Tutorials

    A series of video that cover various computing topics, for example, C++ programming, C# programming, Python, and Java.

    Subjects:
    Computing
    Keywords:
    Computer programming
    Resource Type:
    Video
     
  • Courseware 
    Design and Analysis of Algorithms

    Design and Analysis of Algorithms

    This is an intermediate algorithms course with an emphasis on teaching techniques for the design and analysis of efficient algorithms, emphasizing methods of application. Topics include divide-and-conquer, randomization, dynamic programming, greedy algorithms, incremental improvement, complexity, and cryptography.

    Subjects:
    Computing
    Keywords:
    Algorithms
    Resource Type:
    Courseware