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  • Steinberg: Symphony No. 3/...
    Steinberg: Symphony No. 3/...


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  • Building Recommendation Systems in Python and Jax : Hands-On Production Systems at Scale
    Building Recommendation Systems in Python and Jax : Hands-On Production Systems at Scale

    Implementing and designing systems that make suggestions to users are among the most popular and essential machine learning applications available.Whether you want customers to find the most appealing items at your online store, videos to enrich and entertain them, or news they need to know, recommendation systems (RecSys) provide the way. In this practical book, authors Bryan Bischof and Hector Yee illustrate the core concepts and examples to help you create a RecSys for any industry or scale.You'll learn the math, ideas, and implementation details you need to succeed.This book includes the RecSys platform components, relevant MLOps tools in your stack, plus code examples and helpful suggestions in PySpark, SparkSQL, FastAPI, Weights & Biases, and Kafka. You'll learn:The data essential for building a RecSysHow to frame your data and business as a RecSys problemWays to evaluate models appropriate for your systemMethods to implement, train, test, and deploy the model you chooseMetrics you need to track to ensure your system is working as plannedHow to improve your system as you learn more about your users, products, and business case

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  • Seeking SRE : Conversations about running production systems at scale
    Seeking SRE : Conversations about running production systems at scale

    Organizations big and small have started to realize just how crucial system and application reliability is to their business.They’ve also learned just how difficult it is to maintain that reliability while iterating at the speed demanded by the marketplace.Site Reliability Engineering (SRE) is a proven approach to this challenge.SRE is a large and rich topic to discuss. Google led the way with Site Reliability Engineering, the wildly successful O’Reilly book that described Google’s creation of the discipline and the implementation that’s allowed them to operate at a planetary scale.Inspired by that earlier work, this book explores a very different part of the SRE space.The more than two dozen chapters in Seeking SRE bring you into some of the important conversations going on in the SRE world right now.Listen as engineers and other leaders in the field discuss: Different ways of implementing SRE and SRE principles in a wide variety of settings How SRE relates to other approaches such as DevOps Specialties on the cutting edge that will soon be commonplace in SRE Best practices and technologies that make practicing SRE easier The important but rarely explored human side of SRE David N.Blank-Edelman is the book’s curator and editor.

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  • Are there alternative floor mopping systems to the Hara floor mopping system?

    Yes, there are alternative floor mopping systems to the Hara floor mopping system. Some alternatives include traditional mop and bucket systems, steam mops, robotic mops, and microfiber mops. Each of these systems has its own advantages and disadvantages, so it's important to consider your specific needs and preferences when choosing a floor mopping system.

  • How can one print a floor plan to scale?

    To print a floor plan to scale, you can use a computer-aided design (CAD) software to create the floor plan and then set the scale before printing. Alternatively, you can use a graphic design software or a specialized floor plan software that allows you to set the scale and dimensions of the floor plan before printing. Another option is to use a large format printer that can handle the size of the floor plan and set the scale directly from the printing settings. Finally, you can also use a professional printing service that specializes in architectural prints and can ensure the floor plan is printed to the correct scale.

  • What are the advantages and disadvantages of floor heating systems?

    One advantage of floor heating systems is that they provide even heat distribution throughout a room, resulting in a more comfortable environment. Additionally, they are hidden from view, which can save space and allow for more flexibility in room design. However, a disadvantage is that they can be more expensive to install compared to traditional heating systems. Maintenance and repair costs can also be higher due to the complexity of the system.

  • How can floor heating systems be reconciled with environmental protection goals?

    Floor heating systems can be reconciled with environmental protection goals by using energy-efficient heating sources such as geothermal or solar power. These renewable energy sources can significantly reduce the carbon footprint of the heating system, making it more environmentally friendly. Additionally, proper insulation and smart temperature control can help minimize energy consumption and reduce overall environmental impact. Regular maintenance and proper installation can also ensure the system operates at peak efficiency, further reducing its environmental footprint.

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  • Scale
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    A White Review Book of the Year 2022At the volcano's edge, in exilic space, at the bottom of the Arctic Sea, or in the acid clouds of Venus, Mina Gorji's Scale traces life at its limits.The poems range across scales of distance, temperature and time, from vast to minute, glacial to volcanic, Pleistocene to present day, constellation to millipede.Adapting to the cold of a new continent opens a chromatic investigation of feeling.Shifting between scales, from insect to ancient star, Scale explores the forms, conditions and frequencies of survival. Scale builds on the considerable achievement of Gorji's first book, Art of Escape (2019).When it was selected for the Telegraph Poetry Book of the Month, Tristram Fane Saunders wrote about the 'incisive clarity' of Gorji's work, calling one poem 'perfection in miniature'.Gorji's poems feed into current ecological concerns, but in no conventional or clichéd way.Marina Warner described her poems as 'building a place of safety – for herself, her family, her readers, and all those who are wandering and uprooted; her poetic methods take their cue from the many marvellous creatures she evokes and the multiple protective measures they adopt – nests, camouflage, mimicry, display.Above all, language can help create shelter.'

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  • Optimization-Based Synthesis of Large-Scale Energy Systems by Time-Series Aggregation
    Optimization-Based Synthesis of Large-Scale Energy Systems by Time-Series Aggregation

    Global greenhouse gas emissions significantly accelerate climate change and adversely affect life on earth.To mitigate these effects, greenhouse gas emissions need to be cut-down by significant reductions in primary energy consumption.Primary energy consumption can be reduced by increasing the efficiency of energy supply, which is mainly fixed during the synthesis of energy systems.Optimal synthesis of energy systems can be realized by mathematical optimization, however the solvable problem complexity is limited.In contrast, energy systems encompass highly complex energy conversion technologies and an increasing number of time-varying operation conditions.Thus, the synthesis of real-world energy systems usually result in large-scale optimization problems, which are computationally prohibitive. In this thesis, a solution framework is proposed to enable large-scale synthesis of energy systems.The framework exploits the two-stage character of synthesis problems: the decision stage of optimal investment for technologies and the operation stage.Thus, the framework solves two consecutive subproblems with reduced complexity by applying time-series aggregation methods. Time-series aggregation is performed by systematic clustering methods.Using these clustering methods, the framework simultaneously identifies the appropriate period length, required number of aggregated periods and number of aggregated time steps per period for accurate synthesis.Based on aggregated synthesis problems, the proposed framework calculates feasible solutions with known accuracy.In addition, the framework measures the accuracy as error of the objective function and iteratively refines the aggregation until an accuracy criterion is satisfied. The proposed solution framework for synthesis of energy systems is applied to two case studies motivated by real-world applications from industry.All results indicate that few time steps and few typical periods are sufficient to identify feasible near-optimal solutions of large-scale synthesis problems.Moreover, results show that intuitive aggregation methods (e.g., monthly averages) are not beneficial - only sophisticated clustering methods allow a strong time-series aggregation with high accuracy for synthesis of energy systems.Overall, the proposed framework outperforms available solution software in both solution time and solution quality.

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  • Streaming Systems : The What, Where, When, and How of Large-Scale Data Processing
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  • How easy is Steinberg Wavelab?

    Steinberg Wavelab is generally considered to be user-friendly and easy to use, especially for those familiar with other Steinberg products or digital audio workstations. The interface is intuitive and well-organized, making it easy to navigate and access the various features and tools. Additionally, the software offers a range of helpful tutorials and documentation to assist users in getting started and mastering the program. Overall, while there may be a learning curve for beginners, many users find Wavelab to be a relatively easy and efficient audio editing and mastering tool.

  • Where are Steinberg licenses stored?

    Steinberg licenses are stored in a software license management system called eLicenser Control Center (eLCC). This system manages all the licenses for Steinberg products and allows users to activate, deactivate, and transfer licenses between different computers. The licenses are stored securely on the user's computer or on a USB eLicenser dongle, which can be plugged into any computer to access the licensed software.

  • Can a regular scale be used as a kitchen scale?

    Yes, a regular scale can be used as a kitchen scale as long as it has the capacity to measure in smaller increments typically used in cooking, such as grams or ounces. However, kitchen scales are specifically designed for food measurements and often come with features like tare function, which allows you to zero out the weight of the container. So while a regular scale can be used in a pinch, a kitchen scale may be more convenient and accurate for cooking and baking purposes.

  • What does the bathroom scale or the kitchen scale show?

    The bathroom scale shows a person's weight, typically in pounds or kilograms. It is used to measure and track changes in weight over time. On the other hand, the kitchen scale shows the weight of food or ingredients, often in grams or ounces. It is used to measure precise amounts of ingredients for cooking and baking. Both scales are important tools for monitoring and managing weight and portion sizes.

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