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Caffe: Train your network with your own data mnist

_data_root \$DATA/train.txt \ (! Pay attention to road strength)$EXAMPLE/mnist_train_lmdbecho "Creating Test Lmdb ..."Glog_logtostderr=1 $TOOLS/convert_imageset \--resize_height= $RESIZE _height \--resize_width= $RESIZE _width \--shuffle \$VAL _data_root \$DATA/test.txt \ (! Pay attention to road strength)$EXAMPLE/mnist_test_lmdbecho "Done."-----------------------------------------------------------------------3.2 Running sh example/sd_mnist/sd_create_lmdb.shIf successful, the information retur

Using Python for data analysis (1) brief introduction, python Data Analysis

organizations such as Lawrence Livermore. NASA uses it to process tasks originally used in C ++, Fortran, or Matlab. PandasPandas provides a quick and convenient way to process a large number of structured data structures and functions. MatplotlibMatplotlib is the most popular Python library for drawing data charts. IPythonIPython is an enhanced Python Shell that is an integral part of the Python scientific computing standard toolset. It aims to improve the speed of writing, testing, and

Usually only excellent talents have effective contacts

make trouble for others. Being alone is a virtue. It is often said that "too many people leave" is a very accurate observation. Those who are not good often do not know the simple truth. They do not even realize that they are in a situation where they can only assume the role of a "solver ".The second "Exchange" becomes "unfair exchange", and eventually the exchange is more likely to fail-because no one prefers "unfair exchange, both of them further

Agile 2-Overview of Agile Software Development

Agile Software development overview As mentioned above, agility can be seen as a solution to problems. Next we will explain agile software development from the perspective of agile problem solutions.Agile Software Development Software development is a typical situation in which the problem itself and the ability to solve the problem are uncertain. Software Projects originated from the concept of human beings and are constantly changing over time. The project team's understanding of the project h

Ampl a modeling language for Mathematical Programming

What's ampl? Ampl is a comprehensive and powerful Algebraic Modeling Language for linear and nonlinear optimization problems, in discrete or continuous variables. Developed at Bell Laboratories, ampl lets you use common notation and familiar concepts to formulate optimization models and examine solutions, while the computer manages communication with an appropriate solver. Ampl's flexibility and convenience render it ideal for rapid prototyping and m

Java 5 multi-thread (5)-cyclicbarrier synchronization tool class

Allows a series of sets to wait for each other to reach a common obstacle point. it means that everyone is waiting for each other. After the gathering, everyone starts to set up. After the scattered activities, they will meet at the designated place. This is like the whole company's staff taking advantage of the weekend outing, start from the house to the company, start to the park at the same time, and then start dining at the designated place ,... public static void main (string [] ARGs ){ Exe

The steel pipe blanking problem is modeled using the mathematical model of Nonlinear Integer Programming and calculated using lingo.

;Endsets Data:Length = 4 5 7 9;Number = 50 13 9 22;Origin = 19;Enddata Min = @ sum (cut (I): X (I ));@ For (VOC (I): @ sum (cut (j): X (j) * R (I, j)> Number (I )); @ For (cut (j): @ sum (VOC (I): length (I) * R (I, j) @ For (cut (j): @ sum (VOC (I): length (I) * R (I, j)> origin-@ min (VOC (I ): length (I) + 1 ); @ Sum (cut (I): X (I) @ Sum (cut (I): X (I)> @ floor (@ sum (VOC (I): length (I) * Number (I)/origin );! The simplest arithmetic mean of the next session; @ For (VOC (I): @ sum (cut (j

About error: Cannot assign to & #39; self & #39; outside of a method in the init family, assigninit

% With the OPTIMSET function. See OPTIMSET for details. FMINSEARCH uses% These options: Display, TolX, TolFun, MaxFunEvals, MaxIter, FunValCheck,% PlotFcns, and OutputFcn.%% X = FMINSEARCH (PROBLEM) finds the minimum for PROBLEM. PROBLEM is% Structure with the function FUN in PROBLEM. objective, the start point% In PROBLEM. x0, the options structure in PROBLEM. options, and solver% Name 'fminsearch' in PROBLEM. so

Basic Shell learning and basic Shell Learning

PYTHONUNBUFFERED = "True" # Set the environment variable GPU_ID = $1 # variable and value NET =22net_lc =$ {NET ,,} DATASET = $3 array = ($ @) len = $ {# array [@]} EXTRA_ARGS =$ {array [@]: 3: $ len} rows =$ {EXTRA_ARGS // _} case $ DATASET in pascal_voc) TRAIN_IMDB = "inline" TEST_IMDB = "voc_2007_test" PT_DIR = "pascal_voc" ITERS = 40000 ;; coco) TRAIN_IMDB = "coco_2014_train" TEST_IMDB = "coco_2014_minival" PT_DIR = "coco" ITERS = 280000; *) echo "No dataset given" exit ;; esacLOG = "experi

Story of two small fish

. They had the same family. As a result, they began to make plans for their future. At this time, a friend of the past, Tom, came to look for Tom. It tells xiao that some of its friends are influential fish in the pond. It hopes that xiao will come along with it to make a big deal. Xiao Hei was excited, while Xiao decided to give up the stable living environment and make some career together to help Xiao Hei. In this way, they stepped into the "Business" that was later considered a black hole ".

10 Programming taught

the growing designers have the opportunity to influence each other and inspire each other. This actually assumes that some people themselves have the necessary potential to become outstanding designers, to do is to guide them forward. Alan Perlis More concise: "Everyone can be taught how to sculpture, but for Michelangelo, can teach him how can not go to sculpture." Great programmers, too. "So go buy those Java books, and you'll probably find something useful. But your life, or your real e

box2d in JavaScript use the Daquan record

);} Functionlistenforcontact () {/* box2d.dynamics.b2contactlistener Object Method begincontact (): Two objects are called when they begin to contact endcontact (): Two objects are called at end of Contact postsolve (): Called when the solver is complete, useful for collision detection presolve (): Call */varlistener= before Solver solves newbox2d.dynamics.b2contactlistener;listener. Postsolve=function (c

Caffe Learning--cifar10 Learning-ubuntu16.04-gtx650tiboost--1g--01

Tags: start 1.2 Produce stage restart State ice INI 3.4Caffe Learning--cifar10 Learning-ubuntu16.04-gtx650tiboost--1g--02Caffe Train-solver examples/cifar10/cifar10_quick_solver.prototxt I1025 09:52:16.952167 7453 sgd_solver.cpp:105] Iteration 3700, lr = 0.001I1025 09:52:18.843194 7453 solver.cpp:218] Iteration 3800 (52.8951 iter/s, 1.89054s/100 iters), loss = 0.593796I1025 09:52:18.843243 7453 solver.cpp:237] Train net output#0:loss = 0.593796 (* 1 =

Python Machine learning classifier

=Flat_y.reshape (Grid_x[0].shape) - - inMp.figure ('Simple classfication', facecolor='Lightgray') -Mp.title ('Simple classfication', fontsize=20) toMp.xlabel ('x', fontsize=14) +Mp.ylabel ('y', fontsize=14) -Mp.tick_params (labelsize=10) the #draw a grid with color *Mp.pcolormesh (Grid_x[0], grid_x[1], grid_y, cmap='Gray') $Mp.scatter (x[:, 0], x[:, 1], c=y, cmap='BRG', s=60)Panax NotoginsengMp.show ()Simple ClassificationLogical classificationJ (k1,k2,b) = Sigma (-ylog (y ')-(1-y) log (1-y '

SAP2000 V18 The method of transferring Chinese

Recent projects to do more, so the use of SAP2000 is much more than the software Ansys, now SAP2000 version of more and more high, the latest is to 18, think at that time or 14, feel the software is very convenient to use, Now SAP2000V18 has changed dramatically. Although this software is useful, but in addition to design, at best, the basic is the advanced structural mechanics solver. The main reason is that the software is not fluent enough, in the

Java Concurrency (Fundamentals)--Display lock and Sync tool classes

, these threads have to wait for each other, and cyclicbarrier is useful at this time. Because the barrier can be reused after releasing the waiting thread, it is called a cyclic barrier.Cyclicbarrier supports an optional runnable command that runs only once at each barrier point after the last thread in a set of threads arrives (but before releasing all threads). This barrier operation is useful if you update the shared state before continuing with all participating threads.Example usage: Here

Caffe Combat series: to achieve their own Caffe network layer

{ phase:train } Transform_param { scale:0.0039215684 } data_param { Source: "Examples/mnist/mnist_train_ Lmdb ' batch_size:10 backend:lmdb } } layer { name: ' imagescaled ' type: ' Imagescale " bottom:" Data "top :" imagescaled " image_scale_param { out_height:128 out_ width:128 visualize:true } } The solver.prototxt used in the test NET: "Examples/imagescale/sample.prototxt" base_lr:0.01 lr_policy: "Step" gamma:0.1 stepsize : 10000 dis

Leetcode 37~38__leetcode

Leetcode 37. Sudoku Solver topic: https://leetcode.com/problems/sudoku-solver/description/ : Write a program to solve Sudoku by filling in spaces. The space is indicated by '. '. You can assume that there is only one solution. idea: With Dfs D F S DFS brute force search, enumerate what numbers should be filled in each empty location.A more efficient way is to use a dance chain and no longer write code: Cl

Using Pyomo to solve complex problems

"COOPR": noahs-macbook-air% python Coopr_install Start Pyomo with the following command, which places the relative directory and its executable file in your path: noahs-macbook-air% Source Coopr/bin/activate Use the Pyomo--help command to get help using Pyomo: (COOPR) noahs-macbook-air% Pyomo--help You need a compiler to use the virtual Python Environment Builder (VIRTUALENV) and Pyomo. On OS X, use the XCode Developer Tools command line tool. On Linux, use the GNU Compiler Collection (GC

GitHub recent 10 Most interesting machine learning open source project

://www.paperweekly.site/papers/754 Paper: Tips and Tricks for Visual question Answering:learnings from the 2017 Challenge Link: https://www.paperweekly.site/papers/1441 Project Link: Https://github.com/hengyuan-hu/bottom-up-attention-vqa -06- Yolov2-pytorch #PyTorch Edition YOLOv2 The Pytorch version of the famous object detection library YOLOv2, this project can also convert the training model to fit Caffe 2. Project Link: Https://github.com/ruiminshen/yolo2-pytorch -07- Simple Railway C

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