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April, 2024

April, 2024¶

April 22, 2024
in eda, statistics
5 min read

How To Perform EDA

image for eda - realpython — Source: https://realpython.com/polars-python/

Performing EDA on a dataset is very difficult and time taking process because there is many thing you can do while performing EDA on your dataset.

April 19, 2024
in others
2 min read

Learn Stuff

Learn Stuff from Tutorials

Shared some resources which I have used to learn these technologies. Enjoy!!

April 12, 2024
in ml, statistics
6 min read

Basics of Statistics for ML

graph TD;
    Inferential_Statistics["Inferential Statistics"]
    Descriptive_Statistics["Descriptive Statistics"]
    Measure_of_Central_Tendency["Measure of Central Tendency"]
    Weighted_Mean["Weighted Mean"]
    Trimmed_Mean["Trimmed Mean"]
    Measure_of_Dispersion["Measure of Dispersion"]
    Standard_Deviation["Standard Deviation"]
    CV["Coefficient of Variation"]
    Five_Number_Summary["5 Number Summary"]
    Box_Plot["Box Plot / Whisker Plot"]

    Statistics --> Descriptive_Statistics
    Statistics --> Inferential_Statistics
    Descriptive_Statistics --> Measure_of_Central_Tendency
    Descriptive_Statistics --> Measure_of_Dispersion
    Measure_of_Central_Tendency --> Mean
    Measure_of_Central_Tendency --> Median
    Measure_of_Central_Tendency --> Mode
    Mean --> Weighted_Mean
    Mean --> Trimmed_Mean
    Measure_of_Dispersion --> UniVariate
    Measure_of_Dispersion --> BiVariate
    UniVariate --> Range
    UniVariate --> Variance
    UniVariate --> Standard_Deviation
    UniVariate --> CV
    UniVariate --> Five_Number_Summary
    Five_Number_Summary --> Percentile
    Five_Number_Summary --> Box_Plot
    BiVariate --> Covariance
    BiVariate --> Correlation

April 10, 2024
in bash, tips
2 min read

Useful Commands

Bash

Display ANSI colors with their color-code.

function colormap() {
    range_start=${1:-1}
    range_end=${2:-255}

    for i in $(seq $range_start $range_end); do
        echo -en "\e[48;5;${i}m  ${(l:3::0:)i}  \e[0m "
        [[ $((i % 10)) -eq 0 ]] && echo
    done
    return 0
}

The colormap function will print the ANSI colors with codes in your terminal.

April 7, 2024
in bash, tips
2 min read

Bash: Tips and Tricks

This page contains some Tips and Tricks which are helpful to work with Bash scripts or Terminals. I have mentioned only those tips and tricks which I uses most in my daily routine, BTW you can refer to links which I have shared to know all the tips and tricks.