({' 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
Leo Resume Studio has been operating for 3 days, received a resume has been hundred, today I say that a few days to resume the general problems encountered and my team behind.
In the resume I received, the 3 outstanding questions, though simple enough to cause our sudden death.
1, do not send the attachment
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
When posting a resume, php automatically sends a copy of the current resume email address to the mailbox from the database, which is displayed on a recruitment details page. when you click apply on this Details page, how can I dynamically transfer the email address and send it to sendMail. get the passed email address on the php page
Thank you.
Reply to discussion (solution)
On the recruitment de
Ubuntu8.04 and dell are silent after the recovery (resume) on the server (suspend). What is wrong with Ubuntu8.04 and dell? In fact, this is the method to cure the problem: sudo/sbin/alsaforce-reload that forces alsa to restart various driver components of the Sound Card, including the gnome sound control program. In addition, if you want to play some music while playing a movie. Please use: aossplayer name (such as rhythmbox)
Ubuntu 8.04 and dell ha
I read this on the news channel, but I found the original English text and complete resume. It is also a reference resume template for programmers and friends looking for a job. Of course, if you really want to find a job, you cannot open a price of 0.4 million ^
Price
$400,000
(It's not negotiable .)
This is not a joke.
I truly love working at Yahoo !, And believe that my position here offers the best aven
Key Points of Android development resume writing, android resume writing
Many of our self-developed cainiao lack a lot of knowledge, such as how to write a resume. This morning, I learned it online and wrote Study Notes for your reference.
I graduated from xx University, where I am, where I am responsible, how long I have been working, how many projects I have
April 26 is the World Intellectual Property Day, Jinshan Office software today officially launched the WPS Office 2012 Campus Edition, this version for student users, permanent free of campus groups, it in addition to retaining the favorite campus users of the two resources (templates, materials), but also in the graduation season in particular "" Provides a customized version of the resume. WPS Office 2012 Campus version of the most bright feature is
Jane Calendar Book WriteAccording to statistics,80% 's programmer resumes are unqualified. Many personnel managers complain that a lot of resumes are poorly formatted. How should the resume be concise and clear in the format, highlighting the key points? How should a cover letter have enough content to sell itself? How to control length, concise? I believe that reading this chapter you will have a new understanding of the composition of the
It's simple to introduce a few this time, but be sure to return the value rule carefully.
1.resume of parameters
The resume function can continue to pass other parameters besides the first parameter, the following code:
Copy Code code as follows:
Local CO = coroutine.create (function (name)
print (name);
End);
Coroutine.resume (CO, "resume
Recently, the country tells the society that there are more than 6 million in, million in, and million students are waiting for a job in.It is hoped that college students will "start employment before selecting a job ". Why didn't I write this article when I graduated from China...I have been a supervisor for six years and have read thousands of resumes.In the past two weeks, my company has been recruiting a large number of people. I have basically done one thing and read my
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