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Topic Review
Features New to Windows 8
The transition from Windows 7 to Windows 8 introduced a number of new features across various aspects of the operating system. These include a greater focus on optimizing the operating system for touchscreen-based devices (such as tablets) and cloud computing.
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  • 03 Nov 2022
Topic Review
Channel 101
Channel 101 is a non-profit monthly short film festival in Los Angeles , which also has a sister festival in New York City , Channel 101 NY. Channel 101 is a creation of Dan Harmon and Rob Schrab in which participants submit a short film in the format of a pilot under five minutes in length. The event is structured such that a panel of previously successful submitters choose what pilots are shown, and a live audience at The Downtown Independent decides which pilots continue as a series for the next screening in much the same way TV programs are rated and managed. According to the Channel 101 website, "Channel 101 is a chance to sit in the worn-out chair of the fat network exec, drunk on the blood of lowly artists whose right to exist is given in exchange for their ability to nourish...You run the network. You pick the programming."
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  • 03 Nov 2022
Topic Review
Omnibussimulator
OMSI - The Bus Simulator is a bus driving simulation for Windows that was released in February 2011 as Digital Distribution and in March 2011 on DVD-ROM by Aerosoft. It was developed between 2007 and 2011 by Marcel Kuhnt and Rüdiger Hülsmann under the company name MR Software. The simulation takes place in 1989;-OMSI- it simulates the then-current state of BVG route 92 in Berlin-Spandau. For this purpose, the track was rebuilt faithfully resembling the original and integrated into the game.
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  • 03 Nov 2022
Topic Review
DioneOS
DioneOS (pronounced /djoneos/) is a multitasking preemptive, real-time operating system (RTOS). The system is designed for microcontrollers, originally released on 2 February 2011 for the Texas Instruments TI MSP430x, and then on 29 March 2013 for the ARM Cortex-M3. Target microcontroller platforms have limited resources, i.e., system clock frequency of tens of MHz, and memory amounts of tens to a few hundred kilobytes (KB). The RTOS is adapted to such conditions by providing a compact and efficient image. The efficiency term here means minimizing further central processing unit (CPU) load caused by system use. According to this definition, the system is more effective when it consumes less CPU time to execute its internal parts, e.g., managing threads. The DioneOS system is intended for autonomic devices where user interface has limited functions. The core functions provided by the system is an environment for building multitasking firmware by means of standard, well known concepts (e.g. semaphores, timers, etc.). Because of the target domain of application, the system uses a command-line interface and has no graphical user interface.
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  • 03 Nov 2022
Topic Review
Training, Test, and Validation Sets
In machine learning, the study and construction of algorithms that can learn from and make predictions on data is a common task. Such algorithms work by making data-driven predictions or decisions,:2 through building a mathematical model from input data. The data used to build the final model usually comes from multiple datasets. In particular, three data sets are commonly used in different stages of the creation of the model. The model is initially fit on a training dataset, that is a set of examples used to fit the parameters (e.g. weights of connections between neurons in artificial neural networks) of the model. The model (e.g. a neural net or a naive Bayes classifier) is trained on the training dataset using a supervised learning method (e.g. gradient descent or stochastic gradient descent). In practice, the training dataset often consist of pairs of an input vector and the corresponding "answer" vector (or scalar), which is commonly denoted as the target (or label). The current model is run with the training dataset and produces a result, which is then compared with the target, for each input vector in the training dataset. Based on the result of the comparison and the specific learning algorithm being used, the parameters of the model are adjusted. The model fitting can include both variable selection and parameter estimation. Successively, the fitted model is used to predict the responses for the observations in a second dataset called the validation dataset. The validation dataset provides an unbiased evaluation of a model fit on the training dataset while tuning the model's hyperparameters (e.g. the number of hidden units in a neural network). Validation datasets can be used for regularization by early stopping: stop training when the error on the validation dataset increases, as this is a sign of overfitting to the training dataset. This simple procedure is complicated in practice by the fact that the validation dataset's error may fluctuate during training, producing multiple local minima. This complication has led to the creation of many ad-hoc rules for deciding when overfitting has truly begun. Finally, the test dataset is a dataset used to provide an unbiased evaluation of a final model fit on the training dataset.. When the data in the test dataset has never been used in training (for example in cross-validation), the test dataset is also called a holdout dataset.
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  • 03 Nov 2022
Topic Review
Comparison of Numerical Analysis Software
The following tables provide a comparison of numerical analysis software.
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  • 03 Nov 2022
Topic Review
Italian Fiscal Code Card
The Italian fiscal code card, officially known as Italy's Codice fiscale, is the tax code card in Italy, similar to a Social Security Number (SSN) card in the United States or the National Insurance Number issued in the United Kingdom. The tax code in Italy is an alphanumeric code of 16 characters. The card serves to identify unambiguously individuals residing in Italy irrespective of residency status. Designed by and for the Italian tax office, it is now used for several other purposes, e.g. uniquely identifying individuals in the health system, or natural persons who act as parties in private contracts. The number is issued by the Italian tax office. Each person in the past was handed a plastic card with a magnetic strip, bearing the tax code as well as the surname, given name(s), sex, place and province of birth (or country of birth if foreign), date of birth and date of issue. Today, the tax or fiscal code card has been replaced by a combined Italian health insurance card for qualifying residents which shows an expiration date.
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  • 03 Nov 2022
Topic Review
Peppermint Linux OS
Peppermint Linux OS is a cloud-centric OS based on Lubuntu, a derivative of the Ubuntu Linux operating system that uses the LXDE desktop environment. Peppermint's developers have written about their principles of providing a familiar environment for newcomers to Linux, which requires relatively low hardware resources to run.
  • 1.1K
  • 03 Nov 2022
Topic Review
Ogg
Ogg is a free, open container format maintained by the Xiph.Org Foundation. The authors of the Ogg format state that it is unrestricted by software patents and is designed to provide for efficient streaming and manipulation of high-quality digital multimedia. Its name is derived from "ogging", jargon from the computer game Netrek. The Ogg container format can multiplex a number of independent streams for audio, video, text (such as subtitles), and metadata. In the Ogg multimedia framework, Theora provides a lossy video layer. The audio layer is most commonly provided by the music-oriented Vorbis format or its successor Opus. Lossless audio compression formats include FLAC, and OggPCM. Before 2007, the .ogg filename extension was used for all files whose content used the Ogg container format. Since 2007, the Xiph.Org Foundation recommends that .ogg only be used for Ogg Vorbis audio files. The Xiph.Org Foundation decided to create a new set of file extensions and media types to describe different types of content such as .oga for audio only files, .ogv for video with or without sound (including Theora), and .ogx for multiplexed Ogg. As of November 7, 2017, the current version of the Xiph.Org Foundation's reference implementation is libogg 1.3.3. Another version, libogg2, has been in development, but is awaiting a rewrite as of 2018. Both software libraries are free software, released under the New BSD License. Ogg reference implementation was separated from Vorbis on September 2, 2000. Because the format is free, and its reference implementation is not subject to restrictions associated with copyright, Ogg's various codecs have been incorporated into a number of different free and proprietary media players, both commercial and non-commercial, as well as portable media players and GPS receivers from different manufacturers.
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  • 03 Nov 2022
Topic Review
Stoned (Computer Virus)
Stoned is a boot sector computer virus created in 1987. It is one of the first viruses and is thought to have been written by a student in Wellington, New Zealand. By 1989 it had spread widely in New Zealand and Australia, and variants became very common worldwide in the early 1990s. A computer infected with the original version had a one in eight probability that the screen would declare: "Your PC is now Stoned!", a phrase found in infected boot sectors of infected floppy disks and master boot records of infected hard disks, along with the phrase "Legalise Marijuana". Later variants produced a range of other messages.
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