01 Structure of Scientific Papers - Introduction to Scientific Writing WS2021/22and I/O-bound matrix-vector multiplications to converge to an optimal model. It is crucial for performance to fit the data into single-node or distributed main memory. % 2. Say why it's an interesting sampling-based compression algorithm. Our experiments show that CLA achieves in-memory operations performance close to the uncompressed case and good compression ratios that allow us to fit larger datasets available memory. % 4. Say what follows from your solution We thereby obtain significant end-to-end performance improvements up to 26x or reduced memory requirements. Structure of Scientific Papers [Simon0 码力 | 36 页 | 1.12 MB | 1 年前3
03 Experiments, Reproducibility, and Projects - Introduction to Scientific Writing WS2021/22Result Presentation In Computer Science (Data Management) [Ioana Manolescu, Stefan Manegold: Performance Evaluation in Database Research: Principles and Experiences, ICDE 2008] 5 706.015 Introduction how to do it wrong Basic Planning Which data / data sets should be used? Which workload / queries should be run? Which hardware & software should be used? Metrics: What to measure? How to measure find out what is going on? Experiments and Result Presentation [I. Manolescu, S/ Manegold: Performance Evaluation in Database Research: Principles and Experiences, ICDE 2008] 8 706.015 Introduction0 码力 | 31 页 | 1.38 MB | 1 年前3
Google C++ Style Guideglance. Some style guide restrictions are in place to prevent falling into these pitfalls. There is a high bar for style guide waivers on such restrictions, because waiving such rules often directly risks avoid if everyone puts things into the global namespace. Concede to optimization when necessary Performance optimizations can sometimes be necessary and appropriate, even when they conflict with the other function. Correct use of header files can make a huge difference to the readability, size and performance of your code. The following rules will guide you through the various pitfalls of using header0 码力 | 83 页 | 238.71 KB | 1 年前3
02 Scientific Reading and Writing - Introduction to Scientific Writing WS2021/222021/22 Reviewing (how NOT to review a paper) Paper Reviews Goals: paper selection, ensure high quality, constructive feedback and recommendations, widen own horizon Lots of similarities to yours (slight rewording does not change that) For archival scientific publications, there is a high chance it will be detected Scientific Writing 24 706.015 Introduction to Scientific Writing – 020 码力 | 26 页 | 613.57 KB | 1 年前3
Google's R Style GuideGoogle’s R Style Guide Google’s R Style Guide R is a high-level programming language used primarily for statistical computing and graphics. The goal of the R Programming Style Guide is to make our R0 码力 | 8 页 | 47.42 KB | 1 年前3
Google Python Style Guidecalculations to be lazy. Considered the Pythonic way to maintain the interface of a class. In terms of performance, allowing properties bypasses needing trivial accessor methods when a direct variable access is0 码力 | 30 页 | 94.81 KB | 1 年前3
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