1.拿初中的二元一次方程来说明: 1.1)说model就好比一元二次方程,它是个方程模型: 1.2)再说inference是求解该方程的某种方法--加减消元法(重在推理): 1.3)最后说algorithm是我们具体的求解步骤. 2.一篇完整的学术论文阐述内容顺序为: 2.1)模型Model(你建立的,the most important and difficult) 2.2)推理Inference (推理步骤,建立在该模型之上的解决某问题的思路) 2.3)算法Algorithm(基于上述推理内…

边缘智能:按需深度学习模型和设备边缘协同的共同推理 本文为SIGCOMM 2018 Workshop (Mobile Edge Communications, MECOMM)论文. 笔者翻译了该论文.由于时间仓促,且笔者英文能力有限,错误之处在所难免:欢迎读者批评指正. 本文及翻译版本仅用于学习使用.如果有任何不当,请联系笔者删除. 本文作者包含3位,En Li, Zhi Zhou, and Xu Chen@School of Data and Computer Science, Sun Yat…

1. HMM背景 0x1:概率模型 - 用概率分布的方式抽象事物的规律 机器学习最重要的任务,是根据一些已观察到的证据(例如训练样本)来对感兴趣的未知变量(例如类别标记)进行估计和推测. 概率模型(probabilistic model)提供了一种描述框架,将学习任务归结于计算未知变量的概率分布,而不是直接得到一个确定性的结果. 在概率模型中,利用已知变量推测未知变量的分布称为“推断(inference)”,其核心是如何基于可观测变量推测出未知变量的条件分布. 具体来说,假定所关心的变量集合为…

概念: visual formatting model,可视化格式模型 The CSS visual formatting model is an algorithm that processes a document and displays it on visual media. 它是一种规则,用于规定用户代理如何将DOM树展示在可视化媒体中. 通俗的说,我们在HTML中写一个p标签,在浏览器中打开之后,他会是以什么样子展现出来(他的宽度.高度是多少,他在哪里,他与相邻的元素是什么关系.)这…

Here is the note for lecture three. the linear model Linear model is a basic and important model in machine learning. 1. input representation     The data we get usually needs some changes, most of them is the input data.      In linear model,       …

Summary Spark does not have a good mechanism to select reasonable RDDs to cache their partitions in limited memory.  --> Propose a novel selection algorithm, by which Spark can automatically select the RDDs to cache their partitions in memory accordi…

http://www.entityframeworktutorial.net/EntityFramework5/create-dbcontext-in-entity-framework5.aspx 官网的教程https://msdn.microsoft.com/en-us/data/jj206878 Here, we are going to create an Entity Data Model (EDM) for SchoolDB database and understand the ba…

We first built a static site which displayed a static image using only a Controller and a View. This is our Etsy landing page page. Then we built the Categories page, with a Model (manages data), Controller (manages decisions) and View (manages displ…

Create Entity Data Model: Here, we are going to create an Entity Data Model (EDM) for SchoolDB database and understand the basic building blocks. Entity Data Model is a model that describes entities and the relationships between them. Let's create fi…

There are a number of algorithms that are typically used for system identification, adaptive control, adaptive signal processing, and machine learning. These algorithms all have particular similarities and differences. However, they all need to proce…