Power Shell: Archive/Un Archive

powershell Compress-Archive –LiteralPath lab8 –DestinationPath lab8.zip

powershell Expand-Archive –LiteralPath lab8.zip –DestinationPath “C:\mypath” -Force

tar in Windows cmd and power shell

Linux: Regular Expression: grep

Signed Integers

egrep ‘^[+-]?[0-9]+$’ data.txt

Floating Point Numbers

egrep ‘^[+-]?[0-9]+[.]?[0-9]*$’ data.txt

Canadian Postal Code

egrep -q ‘^[A-Z][0-9][A-Z] *[0-9][A-Z][0-9]$’ info.txt

Power Shell: Disk Space, Memory Space, Process

Linux: Disk Space, Memory Space, Running Processes

df command – Shows the amount of disk space used and available on Linux file systems.

du command – Display the amount of disk space used by the specified files and for each subdirectory.

free command

top or htop command

vmstat command

dmidecode command

/proc/meminfo file

Linux commands show all running processes

Apart from ps command, you can also use the following commands to display info about processes on Linux operating systems:

top command : Display and update sorted information about Linux processes.

atop command : Advanced System & Process Monitor for Linux.

htop command : Interactive process viewer in Linux.

pgrep command : Look up or signal processes based on name and other attributes.

pstree command : Display a tree of processes.

Linux sed, cat, cut examples

cut -d “:” -f 1,3 /etc/passwd

echo $aLine | cut -d “:” -f 1,3

cat /etc/passwd | cut -d “:” -f1,3

Linux: sed: search, replace, delete, print

Word Replace

 sed ‘s/root/amrood/’

 sed ‘s/root/amrood/g’

 sed ‘s/root/amrood/’ | grep root

 sed ‘s/root/amrood/g’ | grep root

cat /etc/passwd | sed ‘s/root//g’

Delete Lines in the Output

cat /etc/passwd | sed ‘1, 5d’ |more

cat /etc/passwd | head

cat /etc/passwd | sed ‘1d’ | head

cat /etc/passwd | grep ‘sh$’

cat /etc/passwd | sed ‘/sh$/d’

Print:

cat /etc/passwd | sed -n ‘/root/p’

1. Libraries used for the project: Predict Future Stock Price using Graph Theory, Machine Learning and Deep Learning)

#import libraries

import os
import pandas as pd
import math

#Import Libraries for Graph, GNN, and GCN

import stellargraph as sg
from stellargraph import StellarGraph
from stellargraph.layer import DeepGraphCNN
from stellargraph.mapper import FullBatchNodeGenerator
from stellargraph.mapper import PaddedGraphGenerator
from stellargraph.layer import GCN

#Machine Learnig related library Imports

from tensorflow.keras import layers, optimizers, losses, metrics, Model
from sklearn import preprocessing, model_selection
from IPython.display import display, HTML
import matplotlib.pyplot as plt
%matplotlib inline
from tensorflow.keras.layers import Dense, Conv1D, MaxPool1D, Dropout, Flatten
from tensorflow import keras

import numpy as np

import networkx as nx

Operating Systems: Storage and File Systems

Ref: Internet, Google Images, Google Search

History of Linux

Ref: