Teach you to use SQL for data analysis
Absrtact: using SQL as the entry of data query and analysis is an idea of data full stack.
This article is shared from Huawei cloud community< How to use SQL to analyze data? >, author: zuozewei.
preface
We process user data in real time through OLTP (online transaction processing) system, and we also need to analyze them in OLAP ( ...
Posted by neutra on Wed, 17 Nov 2021 23:07:19 -0800
Python User churn data mining: establish logistic regression, XGboost, random forest, decision tree, support vector machine, naive Bayesian model and Kmeans user portrait
Original link: http://tecdat.cn/?p=24346 1.1 project background:In today's highly homogeneous brand marketing stage, the competition between enterprises is mainly reflected in the competition for customers. "User is God" urges many enterprises to compete for as many customers as possible at any cost. However, in the process of develop ...
Posted by jds580s on Wed, 17 Nov 2021 00:26:02 -0800
How to use MSE and R square to evaluate the linear regression model?
How to check the mean square error to judge whether the prediction result is correct? (case: linear regression, random forest California house price data set)
Why use the mean square error? Can't the previous accuracy?
Because the results of regression model are continuous variables, it is impossible to judge directly by right or wrong. Howev ...
Posted by voitek on Tue, 16 Nov 2021 06:41:09 -0800
tensorflow -- identify MNIST datasets
The previous article talked about how to build our own network with keras, and explained some common parameters. This article will briefly introduce how to use the framework in the previous article to identify MNIST data sets.
MNIST dataset is already a "chewed" dataset. Many tutorials will "start" on it and almost become a ...
Posted by Soogn on Fri, 12 Nov 2021 14:24:51 -0800
Word bag model and TF-IDF model
There are two main methods of feature extraction, one is word bag model, and the other is TF-IDF Model( term frequency-inverse document frequency,Word frequency and reverse file frequency)
1. Word bag model
1.1 word bag and word set
There are two very important models for text feature extraction Word set model: a set of words. Naturally ...
Posted by JessePHP on Thu, 11 Nov 2021 16:09:32 -0800
Machine learning -- sklearn learning
Reference link: mainly based on the Chinese version of scikit learn (sklearn) official documents: https://sklearn.apachecn.org/#/ 7 text feature extraction methods: http://blog.sina.com.cn/s/blog_b8effd230102zu8f.html Train of sklearn_ test_ Explanation of the meaning of the parameters of split() function (very complete): https://www.cnblogs.co ...
Posted by angrytuna on Wed, 10 Nov 2021 22:53:07 -0800
Machine learning Python+OpenCV+dlib to realize face recognition
Python+OpenCV+dlib for face recognition
IDE: Jupyter Notebook(Anaconda3)
Python version: Python 3.8
Native environment: Windows 10
Principle overview
Call dlib library for face recognition, call predictor "shape_predictor_68_face_landmarks.dat" for 68 point face calibration, and use opencv library function for simple image ...
Posted by sseeley on Wed, 10 Nov 2021 15:38:26 -0800
[ random thoughts ] numpy realizes linear regression (batch gradient descent method)
preface
Linear regression (Linear Rrgresson) is one of the simplest machine learning algorithms. It is the first algorithm for most new machine learning, which is equivalent to the "Hello World" in machine learning. In order to let everyone better learn linear regression, the author will use numpy (handwritten) batch gradient d ...
Posted by Codewarrior123 on Wed, 10 Nov 2021 13:41:32 -0800
Machine learning basic learning - using polynomial features in logistic regression
preface
The essence of logistic regression mentioned in the previous blog is to find a straight line on the plane and use this straight line to segment the classification corresponding to all samples. Therefore, in most cases, logistic regression can only solve the dichotomous problem, because this straight line can only divide our plane into ...
Posted by floR on Wed, 10 Nov 2021 08:41:23 -0800
[basic reserve for system development] combined use of gazebo three-dimensional physical simulation environment of ROS (Part 9)
Catalogue of series articles
Tip: you can add the directories of all articles in the series here. You need to add the directories manually TODO: finishing after writing
preface
Limited cognition, I hope you will forgive me. If you have any problems, I hope to communicate with you and grow together!
This paper first makes a brief in ...
Posted by Spades on Wed, 10 Nov 2021 01:24:28 -0800