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Automatic Programming_IT-specific Prompt

Automatic training of classification models

command format

I have a [ name of dataset ] dataset, write a machine learning model in Python that predicts [ name of labeled columns ].


Examples of commands

I have a [ iris ] dataset, write a machine learning model in Python that predicts [ types ].

Automated Data Exploration

command format

I have a [ dataset name ] dataset, please write the data visualization exploration code in Python

Examples of commands

I have a [ user churn ] dataset, please write the data visualization exploration code in Python

Automatic data generation

command format

I need to generate a randomized dummy data, please provide to generate a <font color="#0000dd">[ X ] rows.<<font color="#0000dd">[ y ] Columns. <font color="#0000dd">[ "feature 1", "feature 2", "feature 3" ... "feature y" ] Python code

Examples of commands

I need to generate a randomized dummy data, please provide to generate a [ 1000 ] rows.[ 4 ] Columns. [ "Card Number", "Credit Limit", "Late or Not", "Card Length" ] Python code

Automatic regular expression writing

command format

Please help me write a regex in Python to match strings that satisfy the following conditions:<font color="#0000dd">[ Matching conditions ]

Examples of commands

Please help me write a regex in Python to match strings that satisfy the following conditions:[ Includes the words "machine" and "learning", and ends with an exclamation point ]

Training time series models

command format

I have a local copy. <font color="#0000dd">[ Data set description ] For a time series dataset, write a machine learning model in Python that predicts the transaction price columns <font color="#0000dd">[ tags ]Please use the <font color="#0000dd">[ Training set description ] as the training set, using <font color="#0000dd">[ Validation Set Description ] as a validation set**

Examples of commands

I have a local copy. [ 2010/01/01 to 2020/01/17 ] For a time series dataset of Apple stock trading prices, write a machine learning model in Python that predicts the trading price columns of the [ Close ]Please use the [ 2010/01/01 to 2018/12/31 ] as the training set, using [ Data from 2019/01/01 to 2020/01/17 ] As a validation set

Adjustment for uneven data

command format

I have an unbalanced data on which I need to train a machine learning model, and the predictor variables are <font color="#0000dd">[ Target variable ]How can I perform oversampling or undersampling of my data in Python?

Examples of commands

I have an unbalanced data on which I need to train a machine learning model, and the predictor variables are [ Smoking ]How can I perform oversampling or undersampling of my data in Python?

Obtaining Feature Importance

command format

I trained a <font color="#0000dd">[ Model type ]Please help me write Python code to find the most important features.

Examples of commands

I trained a [ Decision tree model ]Please help me write Python code to find the most important features.

Automated data visualization

command format

I have a dataset. <font color="#0000dd">[ Data set name ], contains columns:<font color="#0000dd">[ "Feature 1", "Feature 2", "Feature 3" ... etc.], I want you to help me draw a data visualization chart.<font color="#0000dd">[ Description of chart requirements ]

Examples of commands

I have a dataset. [ smoking.csv ], contains columns:[ "smoking", "gender", "age" ... etc.], I want you to help me draw a data visualization chart.[ Chart showing the correlation between the columns of features and whether they are "smoking" or not, please use Matplotlib to do this, and please help me choose an attractive color scheme and a suitable size for the report.]

Creating a NumPy Array

command format

I want you, as a data analyst, to help me create a NumPy array in the shape of <font color="#0000dd">( x, y, z )Please click on the <font color="#0000dd">[ i to j ] Randomly generate the initial value of the array between and output it

Examples of commands

I want you, as a data analyst, to help me create a NumPy array in the shape of ( 3, 4, 10 )Please click on the [ 1 to 10 ] Randomly generate the initial value of the array between and output it

Feature column validation

command format

Check my dataset <font color="#0000dd">[ Data set name ] In the case of the presence of <font color="#0000dd">[ check object ]If <font color="#0000dd">[ Yes ]please <font color="#0000dd">[ operation ]

Examples of commands

Check my dataset [ house.csv ] In the case of the presence of [ Duplicate lines, nulls, and other illegal characters ]If [ Yes ]please [ Tallying Them Up and Removing Them ]

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