Geographical profiling is an investigative technique that analyzes the spatial pattern of a related series of crime locations in order to predict the location of the offender’s residence. After explaining how today’s geographical profiling works, it
Written for software maintenance engineers, this book suggests strategies for debugging code, examines how debuggers function internally, and describes techniques for fine-tuning programs to improve their performance
Conditional Branch Logger is a plugin which gives control and logging capabilities for conditional branch instructions over the full user address space of a process. Useful for execution path analysis and finding differences in code flow as a result
Sphinx overview Sphinx is an open-source full-text search server, designed from the ground up with performance, relevance (aka search quality), and integration simplicity in mind. Sphinx lets you either batch index and search data stored in an SQL d
Book Descr iption Ubuntu Mobile is quickly being adopted by mobile device manufacturers and provides Web browsing, e-mail, media, camera, VoIP, instant messaging, GPS, blogging, digital TV, games, contacts, dates/calendar, and simple software update
■Chapter 1: Introducing WPF ............................................................................................................... 1 The Evolution of Windows Graphics .........................................................................
Table of Contents I. Overview of Spring Framework ..............................................................................................1 1. Introduction to Spring Framework ...................................................................
Copyright Preface Intended Audience Organization of the Book Acknowledgments Introduction Section I.1. The Basics of Web Caching Section I.2. The Basics of Web Replication Section I.3. Beyond Performance Section I.4. Summary Part I: Background Chapt
Learn different testing techniques and features of Visual Studio 2012 with detailed explanations and real-time samples Overview Using Test Manager and managing test cases and test scenarios Exploratory testing using Visual Studio 2012 Learn unit tes
Preface About the Editors Part 1—Fundamentals and Neuro-Fuzzy Signal Processing Chapter 1—Fuzzy Logic and Neuro-Fuzzy Systems in Medicine and Bio-Medical Engineering: A Historical Perspective 1. The First Period: The Infancy 2. Further Developments
The Ubuntu distribution simplifies Linux by providing a sensible collection of applications, an easy-to-use package manager, and lots of fine-tuning, which make it possibly the best Linux for desktops and laptops. Readers of both Linux Journal and T
作者：Xiaohang Zhan,Ziwei Liu,Ping Luo,Xiaoou Tang,Chen Change Loy 摘要：Deep convolutional networks for semantic image segmentation typically require large-scale labeled data, e.g. ImageNet and MS COCO, for network pre-training. To reduce annotation effo
Layer-wise Pruning and Auto-tuning of Layer-wise Learning Rates in Fine-tuning of Deep Networks
这篇论文是上个月刚出的关于剪枝方面的论文。作者：首尔大学团队
论文下载地址：https://arxiv.org/abs/2002.06048
Layer-wise剪枝+AutoLR：深度网络微调中的层级剪枝和层级学习率的自动调整。
该方法可以逐层剪枝和自动调整逐层学习率来提高微调性能并降低网络复杂性。
摘要
关于微调BERT的稳定性：误解，解释和强大的基准
Marius Mosbach，Maksym Andriushchenko，Dietrich Klakow
萨尔大学和EPFL
该存储库包含有关“。它是（v2.5.1）的分支。
抽象的
微调经过预训练的基于变压器的语言模型，例如BERT，已成为控制各种NLP基准排行榜的一种普遍做法。尽管微调模型具有强大的经验性能，微调还是一个不稳定的过程：使用多个随机种子训练同一模型可能会导致任务性能产生较大差异。先前的文献（Devlin等人，2019; Lee
在深度学习过程中，获取数据集后，在训练自己的网络之前，用别人现有的网络进行fine-tuning（微调），然后训练。在实践中，由于数据集不够大，很少有人从头开始训练网络，常见的做法是使用预训练的网络来重新fine-tuning（微调），或者当做特征提取器。fine-tuning是迁移学习的一种手段（方法）。
Transfer Learning Definition
Ability of a system to recognize and apply knowledge and skills le
