Forem: Himanshu Vishwas

Verbose in Machine Learning

Himanshu Vishwas — Wed, 16 Oct 2024 10:08:51 +0000

Verbose

A flag in programming that controls the level of output generated during the execution of a program. It determines how much information is displayed to the user, ranging from no output (silent mode) to detailed logs that include progress updates, metrics, and additional diagnostic information.

Usage:

Verbose=0: No output is generated.
Verbose=1: Basic output is shown, typically including progress indicators.
Verbose=2: Detailed output is provided, including comprehensive metrics and additional logging.

Images

Verbose:0

Verbose:1

Verbose:2

Table: Default Verbosity Levels in Machine Learning Frameworks

Framework	Default Verbosity	Description
Keras/TensorFlow	`verbose=1`	Basic output with a progress bar.
Scikit-Learn	Typically `verbose=0`	No verbosity set by default; varies by estimator. Most estimators default to `0`.
XGBoost	`verbosity=1`	Displays warnings and progress information.
LightGBM	`verbosity=1`	Provides progress information during training.
PyTorch	No direct verbose flag	Logging can be controlled using different logging libraries.

When to use:

Use verbose=0 for silent operations, batch processing, or production runs.
Use verbose=1 for general training when you want basic updates.
Use verbose=2 when you need to closely monitor every detail or are debugging the model.

Will AI eat jobs for the entry-level…🤔🤔

Himanshu Vishwas — Thu, 23 Mar 2023 02:03:37 +0000

AI has the potential to automate certain tasks and processes, which could lead to job displacement in some industries. However, it’s important to note that AI is not a one-size-fits-all solution and there are certain tasks and jobs that are not easily automated.

Entry-level jobs may be more vulnerable to automation because they often involve routine and repetitive tasks that can be easily performed by AI. However, there are also many entry-level jobs that require human interaction and creativity, such as customer service, marketing, and design, which are less likely to be replaced by AI.

It’s also important to remember that AI can create new job opportunities as well. As AI technology advances, new roles will emerge that require specialized skills in areas such as data science, machine learning, and AI development.

Overall, it’s difficult to predict the exact impact that AI will have on entry-level jobs, but it’s likely that there will be both job displacement and job creation as a result of AI’s increasing use in the workplace.

Basic Linux Commands: Everyone should know in 2023

Himanshu Vishwas — Sun, 29 Jan 2023 01:51:20 +0000

ls: Lists the files and directories in the current directory.

cd: Changes the current working directory. For example, cd Documents will change the current directory to the Documents folder.

mkdir: Creates a new directory. For example, mkdir newfolder will create a new folder named "newfolder".

touch: Creates a new file. For example, touch newfile.txt will create a new file named "newfile.txt".

cp: Copies a file or directory. For example, cp file1.txt file2.txt will create a copy of file1.txt and name it file2.txt.

mv: Moves a file or directory. For example, mv file1.txt Documents/ will move file1.txt to the Documents folder.

rm: Deletes a file. For example, rm file1.txt will delete the file named "file1.txt".

rmdir: Deletes an empty directory. For example, rmdir oldfolder will delete the empty folder named "oldfolder".

pwd: Prints the current working directory.

man: Opens the manual page for a command. For example, man ls will show the manual page for the ls command.

Host React website with GitHub pages in ten simple steps.

Himanshu Vishwas — Fri, 30 Dec 2022 09:19:00 +0000

Using Visual Studio Code.....

Step 1. First, add your repository using source control (Ctrl+Shift+G) on GitHub.
Step 2. Open terminal
Step 3.

git install gh-pages

Step 4.
In package.json add following in first block before "name" :

"homepage": "https://<githubId>.github.io/<repoName>",

Step 5. In package.json, inside "scripts" block, add the following after "start":

"predeploy": "npm run build",
"deploy": "gh-pages -d build",

Step 6. Save the file and open terminal

Step 7.git add .
Step 8. git commit -m "deploying webpage"
Step 9. git push
Step 10. npm run deploy

Hello, World! In different world...

Himanshu Vishwas — Wed, 19 Oct 2022 05:21:26 +0000

Python
print("Hello, World")

C
#include
int main()
{
printf("Hello, World!");
return 0;
}

C++
#include
using namespace std;
int main() {
cout << "Hello, World!" << endl;
return 0;
}

Java
class HelloWorld {
public static void main(String[] args) {
System.out.println("Hello, World!");
}
}

javascript
console.log("Hello, World!");

Ruby
puts "Hello, World!";

Go
package main
import "fmt"

func main() {
fmt.Println("Hello, World!")
}

C#
using System;

public class HelloWorld
{
public static void Main(string[] args)
{
Console.WriteLine ("Hello, World!");
}
}

R
"Hello World!"

Swift
print("Hello World")

will add more in the collection.