({' Female ': 1, ' Male ': 0}). astype (int) tf[' Fare '] = tf[' Fare '].map (lambda x : 0 if Np.isnan (x) Else int (x)). Astype (int) predicts = dt.predict (tf) ids = tf[' passengerid '].valuespredictions_file = Open (".. /submissions/dt_submission.csv "," WB ") Open_file_object = Csv.writer (predictions_file) Open_file_object.writerow ([" Passengerid "," survived "]) open_file_object.writerows (Zip (IDs, predicts)) Predictions_file.close ()The following is the importance of each node of the r
Links to Kaggle discussion area: HTTPS://WWW.KAGGLE.COM/C/CRITEO-DISPLAY-AD-CHALLENGE/FORUMS/T/10555/3-IDIOTS-SOLUTION-LIBFFM
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Experience of feature processing in practical engineering:
1. Transforming infrequent features into a special tag. Conceptually,infrequent features should
Kaggle, get up.Kaggle games rely on machines for automatic processing, and machine learning is almost a must-have skill. Getting Started with Kaggle the machine learning skills required is not in-depth, just need to have a basic understanding of the common methods of machine learning, for example, for a problem, you can realize that it is a classification problem AH or regression problem ah, Why the machine
Date:2016-07-11Today began to register the Kaggle, from digit recognizer began to learn,Since it is the first case for the entire process I am not yet aware of, first understand how the great God runs how to conceive and then imitate. Such a learning process may be more effective, and now see the top of the list with TensorFlow. Ps:tensorflow can be directly under the Linux environment, but it cannot be run in the Windows environment at this time (10,
):%0.4f"% (I+1,nfold, Aucscore) Meanauc+=aucsco Re #print "mean AUC:%0.4f"% (meanauc/nfold) return meanauc/nfolddef greedyfeatureadd (CLF, data, label, SCO Retype= "accuracy", goodfeatures=[], maxfeanum=100, eps=0.00005): scorehistorys=[] While Len (Scorehistorys) In fact, there are a lot of things to say, but this article on this side, after all, a 1000+ people's preaching will make people feel bored, in the future to participate in other competitions together to say it.http://blog.kaggle.com/2
Recently has the plan through the practice Classics Kaggle case to exercise own actual combat ability, today has recorded oneself to do titanic the whole process of the practice.
Background information:
The Python code is as follows:
#-*-Coding:utf-8-*-"" "Created on Fri Mar 12:00:46 2017 @author: Zch" "" Import pandas as PD from Sklearn.featur
E_extraction Import Dictvectorizer from sklearn.ensemble import randomforestclassifier from xgboost import x
Kaggle Address
Reference Model
In fact, the key points of this project in the existence of a large number of discrete features, for the discrete dimension of the processing method is generally to each of the discrete dimension of each feature level like the SQL row to be converted into a dimension, the value of this dimension is only 0 or 1. But this is bound to lead to a burst of dimensions. This project is typical, with the merge function to connect
computational speed and good model performance, which is the goal of this project for two points.
The performance is fast because it has this design: parallelization:You can use all of the CPU cores to parallelize your achievements during training. Distributed Computing:Use distributed computing to train very large models. Out-of-core Computing:Out-of-core Computing can also be performed for very large datasets. Cache optimization of data structures and algorithms:better use of hardware.
The fi
The previous blog introduced the use of the logistic regression to achieve kaggle handwriting recognition, this blog continues to introduce the use of multilayer perceptron to achieve handwriting recognition, and improve the accuracy rate. After I finished my last blog, I went to see some reptiles (not yet finished), so I had this blog after 40 days.
Here, pandas is used to read the CSV file, the function is as follows. We used the first 8 parts of Tr
Xeim this is an article published by Google Engineer Amit Singhal on Google's official blog, which describes some of the technologies behind Google's search rankings. It involves Google's understanding of webpages, semantics, and user intentions.
The core technology of Google search ranking is derived from information retrieval (IR), an academic topic that has been 50 years old. IR uses statistical principl
Google Font [translated from Google official documentation], Google font
This Guide explains how to use Google Font APIs to add network fonts to your own pages. You don't need any encoding. All you have to do is add a specific CSS to the HTML page and associate the font with the CSS style.A quick example:This is an exa
Having said so much, let me first take Google Discovery RESTful services as an example to show you how to call Google Discovery RESTful services with the most common Java code.Introduction:Under "How to integrate with Google APIs and Google Apps (2)", I've listed all of the Google
Google can't open Google can't open, with the Chinese mainland blocked, but mainly because of the recent googleserver in the global scope of the layout adjustment.The solution is simply to change the user's local computer Hosts file to be able to.First,How Windows system changes the Hosts fileWindows system Hosts file on local computer C drive, path is: C:\Windows\System32\drivers\etcOpen the Hosts file wit
Today, Google (Google) code search landing in Google www.google.cn/codesearch Google code search to provide you with a search on the internet can be publicly accessible source of the site, so as to help you find functional definitions and code samples. With Google code searc
In the Google RESTFul API, the Google Blogger API (Google Blog API) should be close to our lives, as nearly a lot of people are reading blogs every day and have heard of blogs. In a series of articles in front of Google's application system for integration (5) and Google's Applications for integration (6). We mentioned how to convert the JSON schema of
There are some Google API introductions, but in actual development we may need to convert the JSON data returned by the Google RESTful API into XML data input into a third-party system, which is very common in enterprise application integration. Then there is the question of how to ensure that the converted XML data format is canonical, which requires XML Schema (XML) for validation. Now the point is, we on
the plugin. 4. Install pepper Flash Plugin:4.1. Download HUGHESJR Auxiliary installation script:cd/tmpwget https://raw.github.com/hughesjr/chromium_el_builder/master/chrome_pepperflash_copy.sh4.2. Set chrome_pepperflash_copy.sh as executable:chmod +x chrome_pepperflash_copy.sh4.3, execute the script to install (you can look at the script content to understand what happened):./chrome_pepperflash_copy.shafter installation, if you need to start from the command line (with flash support), you can e
Google has launched a feature called the local merchant center, which is officially introduced by Google. This feature allows you to easily rank your website keywords first in the search results, in addition, there are map navigation, contact information, and other content. Their graphic effects are quite attractive and more attractive than other ranking positions. However, these words can only be confined
Google down the right to punish has become a very hot topic in the industry, often in the major forums to see some of the webmaster complaints-so-and-so site ranking decline ... Especially for some foreign trade SEO optimization of the people, Google down the right has been a strange mo. As we all know, Google has recently been improving the new algorithm, even a
What is the Google installer?
Google Installer is a support Google market and Google services software, many large quality games because of validation failure to enter, then you need to Google Installer, with this application, you can no longer do not have the
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