cs231n Introduction
See cs231n Course notes 1:introduction.Note: Italics are used to indicate the author's own thinking, correctness has not been validated, welcome advice. Optimized iterative algorithm
Write in front: Karpathy recommends Adam as the default algorithm, and if full batch, try L-bfgs (a second-order optimization algorithm, please search for details) if all noises are removed. About the implementation of the optimization algorithm please refer to cs231n job Note 2.3: Optimization
The momentum method can be said to be a further optimization of SGD, details can be found hereHere is a simple implementation of Python with the following:#Coding=utf-8"""Momentum (momentum) reference based on low-volume gradient descent: 72615621 Effect: When the learning rate is small, the appropriate momentum can pl
Reprint Address: https://zhuanlan.zhihu.com/p/32488889
optimization algorithm Framework: calculates the gradient of the target function on the current parameter: calculates the first and second-order momentum based on the historical gradient: calculates the descending gradient of the current moment: updates based on the descent gradient:
The most important difference is the downward direction of the third step, in which the first half is the actual l
When training a network, the initial weights of the network are usually initialized according to a certain distribution, such as Gaussian distribution. Comparison of the performance impact of the initialization weight operation on the final network
Large, appropriate initial weights of the network can make the loss function converge faster in the training process, thus obtaining better optimization results. But randomly initialized by some sort of distribution.
Network weights, there are some un
3.3.4 ERP Support Platform
ERPThe concept is achieved through the application software system. When selecting software, enterprises sometimes have to "take the length of their families ". Different software is developed on different platforms. to be integrated, a standardized "connector" is required ". So Enterprise Application System Integration(EAI)In this way, technologies and products with the "Middleware" nature are applied.
Summary MRP
cs231n Introduction
See cs231n Course note 1:introduction.This article is the author's own thinking, correctness has not been verified, welcome advice. Homework Notes
This part is Momentum,rmsprob, Adam three optimization algorithm, optimization algorithm is used to start from random points, and gradually find the local optimal point algorithm. For a detailed description of the various optimization algorithms, refer to CS231N Course Note 6.1: Optimiz
Deep Learning Notes (i): Logistic classificationDeep learning Notes (ii): Simple neural network, back propagation algorithm and implementationDeep Learning Notes (iii): activating functions and loss functionsDeep Learning Notes: A summary of optimization methodsDeep Learning Notes (iv): The concept, structure and code annotation of cyclic neural networksDeep Learning Notes (v): lstmDeep Learning Notes (vi): Encoder-decoder model and attention model
Recently looking at Google's deep learning a b
from:http://blog.csdn.net/u014595019/article/details/52989301
Recently looking at Google's deep learning book, see the Optimization method that part, just before with TensorFlow is also to those optimization method smattering, so after reading on the decentralized, mainly the first-order gradient method, including SGD, Momentum,Nesterov Momentum, Adagrad, Rmsprop, Adam. Where Sgd,
Kinetic Energy formula:
Momentum formula:
Conservation of momentum:
Conservation of energy:
According to these rules, the following equations can be obtained:
Solve the equations and obtain the following formula:
Subtract the two formulas to obtain:
That is:
We often use this formula to simplify operations.
Demonstration of basic momentum conservat
#! /usr/bin/python# encoding=utf-8 "" "@desc download Beautiful wallpaper in momentum @api https://d3cbihxaqsuq0s.cloudfront.net/@author Tan Download Beautiful wallpaper from momentum in Python
Since the cattle and Feng gong in a certain spring night to open the "thief Company", although in the momentum of a fiercely fire, but poor management, had to replace the new CEO, by a big steal-called "Uncle Li" in charge. The Uncle Lee on the occasion of the 2005 lunar, make a surprise: The thief company also to implement erp! Here are some of the stories and dialogues that have been recorded, quite like
the traditional business Erpdue to the traditional ERP needs to set up the server, database,it hardware facilities, such as computer room and other equipment before implementation, which leads to its long implementation cycle and high cost. the implementation of traditional business ERP is particularly challenging for remote locations. Employees need to enter the system remotely through a specially establis
Apparel ERP case: the ERP path of metus bonway
US solar bonwe: A great effort in both internal and external problems
Internal sorrow: for China, the world's largest garment country with a production capacity of nearly 10 billion pieces per year and a serious overcapacity, apparel enterprises are facing a bigger challenge: many garment enterprises still follow the traditional method, produce the produc
650) this.width=650; "src=" http://s3.51cto.com/wyfs02/M01/58/B6/wKiom1S4y6GRpT4IAABdxvs2xzM650.jpg "style=" float: none; "title=" u=4048507601,3464572826fm=23gp=0.jpg "alt=" Wkiom1s4y6grpt4iaabdxvs2xzm650.jpg "/>At present, the domestic SMEs widely used domestic ERP, such as Kingdee, mainly because these software to adapt to the domestic development model, and the domestic financial reporting form of demand consistent.However, many companies found th
1.1 What is ERP?
Definition
ERP is defined in many books and articles, for example:
One of the definitions of ERP
ERP (Enterprise Resources Planning "Enterprise Resource Planning") can be defined at three levels: management ideas, software products, and management systems:
I. Garter Group Inc, a famous American compute
ERP has been developing for a long time, from MRP, MRPII, ERP to ERPII, from ERP in the manufacturing industry to ERP systems in various industries, the Connotation and extension of the ERP system are constantly being developed and enriched. From the literal meaning of
[ERP] core ERP management ideas
The following content is excerpted from the Internet, which helps clarify the understanding of ERP:
-- ERP is a management idea based on the "supply chain" and expands the management scope on the basis of mrp ii, integrating customer requirements with internal manufacturing activities an
because, in this way, the agency has a space for selling goods. Like Company Z, after some of the above policies have been formulated, but the goods are still rampant, Company Z still has many problems that cannot be solved. The reason is that the core issue of anti-fraud management is how Company Z can control the flow of products. If Company Z cannot effectively collect the flow and positioning information of products in the circulation process, therefore, it is impossible to monitor and cont
Olin Thompson, vice president of Lawson software, has been working in the software field for 25 years and is the ERP project owner. In the past 17 years, he has been devoted to studying industrial processes related to ERP, SCP and e-commerce. He has also been honored as the father of ERP processes ". Recently, he was interviewed by foreign media about the future
The content source of this page is from Internet, which doesn't represent Alibaba Cloud's opinion;
products and services mentioned on that page don't have any relationship with Alibaba Cloud. If the
content of the page makes you feel confusing, please write us an email, we will handle the problem
within 5 days after receiving your email.
If you find any instances of plagiarism from the community, please send an email to:
info-contact@alibabacloud.com
and provide relevant evidence. A staff member will contact you within 5 working days.