[Alibaba cloud Tianchi algorithm challenge] Introduction to zero basics NLP - News Text Classification - Day2 - data reading and data analysis
1, Game problem analysis
[Alibaba cloud Tianchi algorithm challenge] Introduction to zero basics NLP - News Text Classification - Day1 - Game Title Understanding_ 202xxx blog - CSDN blog
2, Data reading
After downloading the data, anaconda and python 3.8 are recommended for data reading and model training
First install the required m ...
Posted by enemeth on Sun, 31 Oct 2021 13:44:17 -0700
Explanation and implementation of genetic algorithm (python)
introduction
In my opinion, genetic algorithm is an algorithm that can be considered when adjusting parameters. It is a method that can find the global optimal parameters. When the data range that needs to be adjusted is large, the exhaustive method is obviously not a good choice! Here, the genetic algorithm is implemented through a simple exa ...
Posted by Catz on Sun, 31 Oct 2021 03:22:08 -0700
Watermelon decision tree ID3 algorithm
ID3 decision tree algorithm
background knowledge
ID3 algorithm was first proposed by J. Ross Quinlan at the University of Sydney in 1975. The core of the algorithm is "information entropy". By calculating the information gain of each attribute, ID3 algorithm considers that the attribute with high information gain is a good attr ...
Posted by apervizi on Sun, 31 Oct 2021 03:13:31 -0700
Artificial intelligence learning
1, What is a decision tree
Decision tree is a method of machine learning. The generation algorithms of decision tree include ID3, C4.5 and C5.0. Decision tree is a tree structure, in which each internal node represents a judgment on an attribute, each branch represents the output of a judgment result, and finally each leaf node represents ...
Posted by Boris Senker on Sat, 30 Oct 2021 22:33:25 -0700
6 mistakes easy for beginners of pandas
Here we discuss six mistakes that novices are prone to make. These mistakes have nothing to do with the API or syntax of the tools you use, but are directly related to your level of knowledge and experience. In practice, if these problems occur, there may not be any error prompt, but it will bring us great trouble in application.
Read large fi ...
Posted by ferronrsmith on Thu, 28 Oct 2021 17:41:11 -0700
Probability model evaluation index
Source: Data STUDIO
Author: Yun Duojun
1. Brier Score
The accuracy of probability prediction is called "calibration degree", which is a way to measure the difference between the probability predicted by the algorithm and the real result. A commonly used indicator is called Brill score, which is calculated as the mean square err ...
Posted by tomz0r on Thu, 28 Oct 2021 02:00:07 -0700
Target detection tricks (based on detectron2)
Target detection tricks (based on detectron2)
Try correctly
Cutting
Because the target is too small relative to the whole picture, the data is cropped (in addition to the cutting size, the overlapping size should also be paid attention to. The overlapping size should be slightly larger. Try to keep each target intact so as not to damage the ...
Posted by nocturne on Thu, 28 Oct 2021 01:31:35 -0700
About various problems encountered by MacBook Pro running XGBoost
preface
For work reasons, you need to contact the XGBoost model. For convenience, in addition to the Linux server provided by the company, I also installed XGBoost locally. Since then, I have encountered various problems and even reinstalled anaconda3, which is a history of blood and tears. Therefore, I would like to record all kinds of pr ...
Posted by coldwerturkey on Wed, 27 Oct 2021 21:17:17 -0700
What must be done to configure the environment for machine learning using ubuntu 20.04
1, Prepare
1. Install ubuntu system
No system, play chicken feather!!! Of course, install a system first.
I won't write the tutorial. Just search online. Naturally, it's a pile!
Here I put a link for my reference, which is very detailed (the author said: "the most detailed in absolute history"), especially for Xiaobai!!!
For your ...
Posted by thinkaboutit on Wed, 27 Oct 2021 11:30:25 -0700
Watermelon selection (decision tree implementation)
1, Decision tree
Decision Tree (Decision Tree) is a decision analysis method that calculates the probability that the expected value of net present value is greater than or equal to zero by forming a Decision Tree on the basis of knowing the occurrence probability of various situations, evaluates the project risk and judges its feasibility ...
Posted by Aretai on Tue, 26 Oct 2021 04:53:39 -0700