teleren/devto huggingface dataset:
Tadalista 60 | Easy Method To Overcome ED
Tags: tadalista, health
Published: 2024-01-18 04:55:20

It wasn't easy to deal with erectile dysfunction at first, but it's getting simpler now that a medication called [**tadalista 60**](https://www.bigbrx.com/tadalista-60-mg/) is on the market. Tadalista, which contains tadalafil, should only be taken when a person feels ready for sexual activity. One may also refer to the medication provided by the doctor for ED, tadalista, as a weekend pill.
Opting for Puerto Rico's Crypto Tax Haven: A Resourceful Guide
Tags: security, machinelearning, tutorial, react
Published: 2024-01-18 04:53:07

<p><span style="font-weight: 400;">In the realm of cryptocurrency, Puerto Rico has gained attention as a potential tax haven, offering enticing incentives for investors. This article explores the advantages of opting for Puerto Rico's crypto tax haven and emphasizes the role of user-friendly application questionnaire workbooks in streamlining the application process.</span></p>
<h3><strong>Unlocking Puerto Rico's Tax Advantages</strong></h3>
<p><span style="font-weight: 400;">Puerto Rico's Acts 22 and 60 provide substantial tax benefits, making it an attractive destination for crypto investors. From capital gains to dividends and interest, the jurisdiction offers a unique blend of incentives that can significantly reduce an individual's tax burden. Choosing Puerto Rico as a crypto tax haven becomes a strategic move for those looking to optimize their financial positions.</span></p>
<h3><strong>Streamlining the Application Process with Workbooks</strong></h3>

![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/elgu7n18azk2gleezyja.png)
<p><span style="font-weight: 400;">User-friendly application questionnaire workbooks simplify the application process by providing a structured guide and a checklist of necessary documents. Investors can use these resources to navigate the intricacies of Puerto Rico's tax incentives, ensuring that they meet all requirements. This streamlined approach not only saves time and resources but also empowers users to make well-informed decisions.</span></p>
<h2><strong>Conclusion</strong></h2>
<p><span style="font-weight: 400;">Puerto Rico's allure as a </span><a href="https://puertoricoact60application.com/"><strong>crypto tax haven</strong></a><span style="font-weight: 400;"> is complemented by user-friendly application questionnaire workbooks, offering investors a comprehensive guide to navigate the application process. By understanding the tax advantages and leveraging these resources, individuals can confidently explore Puerto Rico as a strategic destination for optimizing their crypto-related tax liabilities. As the crypto landscape continues to evolve, staying informed and utilizing valuable tools will be paramount in making the most of Puerto Rico's tax incentives.</span></p>
AWS Lambda, but with GPUs?
Tags: aws, machinelearning, discuss
Published: 2018-03-28 18:35:09

---
title: AWS Lambda, but with GPUs?
published: true
description: Could GPU functions as a service be the future of research training?
tags: #aws #machinelearning #discuss
---

Many advanced machine learning/deep learning tasks require the use of a GPU. You can rent out these GPUs on services like AWS [but even the cheapest GPUs will cost over $600/mo](https://aws.amazon.com/ec2/pricing/on-demand/). [Elastic GPUs](https://aws.amazon.com/ec2/elastic-gpus/) help, but only give a limited amount of memory. I don't know about you, but most of the time I'm doing research, I want quick results and have a ton of idle time otherwise.

Some providers seem to be nullifying the need to think about a GPU with cloud machine learning services ([e.g. GCP's Cloud ML Engine](https://cloud.google.com/ml-engine/docs/getting-started-training-prediction?hl=en_US)). This is nice for production, but for training it seems to be a bit of a hassle, I don't want to have to [package my "trainer application"](https://cloud.google.com/ml-engine/docs/packaging-trainer).

What I'd really like to see is the context from my local machine (vars and data) moved onto a machine with a powerful GPU, quickly run, then the output put back in my environment.

So what do you think? Are we going to start seeing GPU functions as a service for research?
How copywriting increases your sales📈
Published: 2024-01-18 04:36:21

1.Compelling Storytelling:Just like a captivating novel keeps readers hooked, businesses succeed when their copy tells a compelling story. Your product or service becomes the protagonist, solving the customer's challenges and fulfilling their desires. Craft your copy like a skilled author, and watch your sales narrative unfold!📈

2.Emotional Connection🫂:Think of copy as the bridge connecting your business to customers' hearts💗. Successful businesses use copywriting to evoke emotions, creating a connection that goes beyond mere transactions. It's like the warm feeling you get when you visit your favorite café – make your customers feel at home with your words.

3.Problem-Solving Persuasion👩‍🏫:Effective copywriting is akin to a handy Swiss army knife. Businesses succeed by showcasing their products as problem-solving tools. Convince your audience that you're not just selling a product; you're offering a solution to their challenges. Your copy should be the toolkit customers reach for when faced with a problem.

4.Audience Understanding🫵🏽:Imagine hosting a party without knowing your guests' preferences – a recipe for disaster. Successful businesses excel in copywriting by deeply understanding their audience. Tailor your messages to resonate with their needs, desires, and language. It's like throwing a party where everyone feels personally invited.

5.Call to Action Magic🤸🏽‍♂️:Picture a magician captivating the audience's attention, leading them to a grand finale. Businesses succeed when their copy casts a spell with a compelling call to action (CTA). Guide your audience seamlessly towards the next step, turning curiosity into conversions. It's not just words; it's the magic wand that transforms🧛🏻‍♂️ prospects into customers.
Fibonacci Series
Published: 2024-01-18 04:27:27

```
using System;

public class HelloWorld
{
    public static void Main(string[] args)
    {
        int n=10;
        Console.WriteLine(fib(n));
        
    }
    static int fib(int n){
        if(n<=1){
            return n;
        }else{
            return fib(n-1)+fib(n-2);
        }
    }
}
```
SIP Trunk Registration between Asterisk and Telnyx.
Published: 2024-01-18 04:26:49

Hi community.
I'd like to build an outbound calling system.
So I installed Asterisk 20.5.2 on Ubuntu22.04 Cloud VPS.
And purchased phone number from Telnyx and created a SIP connection.
To configure SIP Trunk in Asterisk, I used this from pjsip_wizard.conf from /etc/asterisk/.
[mytrunk]
type = wizard
sends_auth = yes
sends_registrations = yes
remote_hosts = sip.telnyx.com:5060,sip.telnyx.eu:5060
outbound_auth/username = root1234
outbound_auth/password = pwd123!@#
endpoint/allow = ulaw
endpoint/context = default
This is a template supported by Asterisk 20.5.2 by default.
Here, 'root1234' is username for SIP connection created in Telnyx, and 'pwd123!@#' is password for that.
After this configuration, I reloaded pjsip configuration:
asterisk -rx 'pjsip reload'
asterisk -rv
And I get this.

![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/rf24w482ss2ui702c5lb.png)
I can see the endpoints and aors are created, but no any registrations and channels.
Please help me.
Intro to Ruby
Published: 2024-01-18 04:09:20

_Codecademy Cheatsheet_

## Everything in Ruby is an Object

**'puts' and 'print'**

The print command just takes whatever you give it and prints it to the screen. puts (for “put string”) is slightly different: it adds a new (blank) line after the thing you want it to print. You use them like this:

```
puts "What's up?"

print "Oxnard Montalvo"
```

No parentheses or semicolons needed!

**The '.length' Method**

```
"I love espresso".length
# ==> 15 

```
**The '.reverse' Method**

```
"Eric".reverse
```

will result in

```
"cirE"
```
**'.upcase' & '.downcase'**

```
puts "Aizat".upcase

puts "Aizat".downcase
```
**Multi-Line Comments**

```
=begin

This is for when

you have a lot of comments to write! 

=end
```
**Strings and String Methods**
In Ruby, you can do this two ways: each method call on a separate line, or you can chain them together, like this:

name.method1.method2.method3

```
name = "Jamie"

puts name.downcase.reverse.upcase

```
**gets.chomp**
`gets` is the Ruby method that gets input from the user. When getting input, Ruby automatically adds a blank line (or **newline**) after each bit of input; `chomp` removes that extra line. (Your program will work fine without `chomp`, but you’ll get extra blank lines everywhere.)

```
variable_name = gets.chomp
```
**Formatting with String Methods**

```
print "This is my question?"
answer = gets.chomp
answer2 = answer.capitalize 
answer.capitalize!


```

First we introduce one new method, `capitalize`, here. It capitalizes the first letter of a string and makes the rest of the letters lower case. We assign the result to `answer2`
The next line might look a little strange, we don’t assign the result of `capitalize` to a variable. Instead you might notice the `!` at the end of capitalize. This modifies the value contained within the variable answer itself. The next time you use the variable answer you will get the results of answer`.capitalize`
CARA MENEMUKAN PASSION UNTUK KAMU
Tags: webdev, beginners, programming, tutorial
Published: 2024-01-18 04:03:22


![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/tml4l4dnt1g9b85n25ym.jpg)

Cara Menemukan passion untuk kamu, bagaimana apakah kamu setuju?😮

Yuk belajar bareng serta diskusi dikolom komentar, serta di save biar ga lupa💬😝

🌱Follow : @appardana
💭Stay Young, Be Innovative and Keep Learning

#coding #programmer #code #Content #Tips #Trick #Knwoledge #Management #CSS #React #ReactJS #Frontend #JustifyContent #Javascript #Phyton #C #Web #Skills #IT #Backend #Developer #Roadmap #SelfImprovement #Growth #Aditria #Pardana #AditriaPardana #appardana #iAppTech ⚛️💻


![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/b3gdnunslua35agvkd4u.jpg)
Savastan0 CC Shop
Tags: programming, javascript
Published: 2024-01-18 03:59:13

Savastan0 CC and CVV2 Carding Shop. Top quality cards from Savastan0.cc and [Savastan0 cc](https://sevastan0.cc/). Savastan0 CC Shop was established and currently offers a wide range of CC bin dumping services available to both customers and suppliers who utilize our services. [savastan0](https://sevastan0.cc/), savastan, savastano.cc, [savastan0 login](https://sevastan0.cc/), savastan cc, savastan0 cc login,
CSS Battle Daily Target
Tags: beginners, webdev, cssbattle, css
Published: 2024-01-18 03:45:28

## CSS Battle Daily Target 18 January 2024 Solution.

Hello, friends, today we will be solving the CSS Battle Daily Target through this blog. If you have just known about CSS Battle from the previous blog post, then with this and all future posts, you will be participating in a challenge every day. Let’s start with today’s new challenge. CSS Battle Daily Target for January 18, 2024 — Solution.

![CSS Battle Daily Target 18 January 2024](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/cw0axhepa70ycvwy54vs.png)

Today’s CSS Battle Daily Target for January 18, 2024 is quite simple. In this, we have used CSS properties such as **_background, width, height, margin, border-radius, z-index_**. The code for this is provided below:

```
<p><p a>
<style>
  *{
    background:#F7BED9;
  }
  body{
    width: 20;
    height: 180;
    background:#8B0051;
    margin:60 130;
    border-radius:10px;
  }
  p{
    width: 90;
    height: 60;
    position:fixed;
    background:#F069AB;
    margin:18 20;
    border-radius: 0 10px 10px 0;
  }
  [a]{
    background:#EC0076;
    left:160;
    top:80;
    border-radius:10px;
    z-index:-1;
  }
</style>

```
This code 100% matches to the targeted shape.

![CSS Battle Daily Target 18 January 2024](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/tig8nh1xh0nd9b3oyjpa.jpg)

YouTube video solution :
[CSS Battle Daily Target 17 January 2024](https://youtu.be/FoRE6sTKkZ8?si=RcSpdaNaqXGahHOC)

{% youtube width="560" height="315" src="https://www.youtube.com/embed/FoRE6sTKkZ8?si=RcSpdaNaqXGahHOC" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" allowfullscreen %}
Tidy Up Your VSCode Explorer with File Nesting
Tags: vscode, settings
Published: 2024-01-18 03:45:25

Just a quick note of a nifty VSCode feature to streamline the project's explorer view by nesting related files under a single parent file. This is done through the `explorer.fileNesting.patterns` setting. 

![explorer.fileNesting.patterns in action](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/rxvtu538icqjhqtscbk6.png)

It’s a visual aid that keeps your workspace uncluttered.

## How to Configure File Nesting

To configure file nesting, access your settings JSON file and add or modify the `explorer.fileNesting.patterns`. Here's an example that nests common _project files_ under `package.json`:

```json
"explorer.fileNesting.enabled": true,
"explorer.fileNesting.expand": false,
"explorer.fileNesting.patterns": {
  "package.json": ".babelrc, .browserslistrc, .dockerignore, .editorconfig, .env, .eslintignore, .eslintrc.*, .gitignore, .graphqlrc.*, .nvmrc, .prettierignore, .prettierrc.*, README.md, babel.config.json, cypress.json, jest.config.ts, jest.preset.js, nx.json, package.json, tsconfig.base.json, tsconfig.json, workspace.json, yarn.lock, vercel.json, netlify.toml, pnpm-lock.yaml"
}
```

## Benefits of File Nesting
- **Cleaner Workspace:** Reduces clutter by showing only relevant files at a glance.
- **Improved Focus:** Helps you focus on the files you are actively working on.
- **Better Organization:** Groups logically related files together.

Remember, you can always adapt the nesting patterns to fit your project's structure and your personal preferences.

## References

[VSCode Docs - Explorer file nesting](https://code.visualstudio.com/updates/v1_64#_explorer-file-nesting)
Setting up an SFTP server on Linux
Published: 2024-01-18 03:25:17

docker-compose.yaml

```
version: '3'
services:
 sftp:
   image: atmoz/sftp
   volumes:
     - ./users.conf:/etc/sftp/users.conf:ro
     - ./sftp/uploads/harry:/home/harry
     - ./sftp/uploads/john:/home/john
   ports:
     - "2222:22"
```
users.conf

```
harry:secret:::uploads
john:pass:::uploads
```

An uploads folder will be created in each user directory e.g /home/harry/uploads. Uploads need to be done in this directory as the /home/harry directory is owned by root and the user will not have permissions to upload items there.

**References**
https://hub.docker.com/r/atmoz/sftp  
https://github.com/atmoz/sftp/issues/16
[20 Days of DynamoDB] Day 9 - Query API
Tags: dynamodb, serverless, database, cloud
Published: 2024-01-18 03:10:16

*Posted - 18/Jan/2024*

The `Query` API is used to model one-to-many relationships in DynamoDB. You can search for items based on (composite) primary key values using Key Condition Expressions. The value for partition key attribute is mandatory - the query returns all items with that partition key value. Additionally, you can also provide a sort key attribute and use a comparison operator to refine the search results.

With the `Query` API, you can also:

1. Switch to strongly consistent read (eventual consistent being the default)
2. Use a projection expression to return only some attributes
3. Return the consumed Read Capacity Units (RCU)

Here is an example that queries for a specific thread based on the forum name (partition key) and subject (sort key). It only returns the `Message` attribute:

```go
	resp, err = client.Query(context.Background(), &dynamodb.QueryInput{
		TableName:              aws.String(tableName),
		KeyConditionExpression: aws.String("ForumName = :name and Subject = :sub"),
		ExpressionAttributeValues: map[string]types.AttributeValue{
			":name": &types.AttributeValueMemberS{Value: forumName},
			":sub":  &types.AttributeValueMemberS{Value: subject},
		},
		ReturnConsumedCapacity: types.ReturnConsumedCapacityTotal,
		ConsistentRead:         aws.Bool(true),
		ProjectionExpression:   aws.String("Message"),
	})
```

Recommended reading:

1. [API documentation](https://pkg.go.dev/github.com/aws/aws-sdk-go-v2/service/dynamodb#Client.Query)
2. [Item Collections](https://docs.aws.amazon.com/amazondynamodb/latest/developerguide/WorkingWithItemCollections.html)
3. [Key Condition Expressions](https://docs.aws.amazon.com/amazondynamodb/latest/developerguide/Query.KeyConditionExpressions.html)
4. [Composite primary key](https://docs.aws.amazon.com/amazondynamodb/latest/developerguide/HowItWorks.CoreComponents.html#HowItWorks.CoreComponents.PrimaryKey)
Course-Net
Published: 2024-01-18 02:45:53

Akselerasikan Karir Anda sekarang di [Course-Net](https://course-net.com/) juga bersama coach kelas dunia. Buat diri Anda memiliki specialisasi yang jelas, menjadi seorang web apps developer, mobile apps developer, data scientist, network specialist, cyber security specialist atau digital marketer.
Different ways of iterating an ArrayList ?
Tags: java, programming, testing, tutorial
Published: 2024-01-18 02:41:16

In Java, there are several ways to iterate over an ArrayList, which is a dynamic array implementation provided by the Java Collections Framework. Here are some common ways to iterate through an ArrayList:

Using a Traditional For Loop:

> ArrayList<String> list = new ArrayList<>();
> // Add elements to the list
> for (int i = 0; i < list.size(); i++) {
>     String element = list.get(i);
>     // Process the element
> }

Using an Enhanced For Loop (for-each loop):

> ArrayList<String> list = new ArrayList<>();
> // Add elements to the list
> for (String element : list) {
>     // Process the element
> }

Using Iterator:

> ArrayList<String> list = new ArrayList<>();
> // Add elements to the list
> Iterator<String> iterator = list.iterator();
> while (iterator.hasNext()) {
>     String element = iterator.next();
>     // Process the element
> }

Using forEach() with Lambda Expression (Java 8 onwards):

> ArrayList<String> list = new ArrayList<>();
> // Add elements to the list
> list.forEach(element -> {
>     // Process the element
> });

Using forEach() with Method Reference (Java 8 onwards):

> ArrayList<String> list = new ArrayList<>();
> // Add elements to the list
> list.forEach(System.out::println); // Example of printing elements

Using Streams (Java 8 onwards):

> ArrayList<String> list = new ArrayList<>();
> // Add elements to the list
> list.stream().forEach(element -> {
>     // Process the element
> });

Using ListIterator (for iterating in both directions):

> ArrayList<String> list = new ArrayList<>();
> // Add elements to the list
> ListIterator<String> listIterator = list.listIterator();
> while (listIterator.hasNext()) {
>     String element = listIterator.next();
>     // Process the element
> }

Each of these methods has its advantages and use cases. The enhanced for loop and iterator are common and widely used. The introduction of streams and lambda expressions in Java 8 provides a more concise and expressive way to iterate over collections. Choose the method that best fits your specific requirements and coding style.
GOOD Resources Worth a Minute
Published: 2024-01-18 02:24:43

# LLM | GPT

### [A Survey of Techniques for Maximizing LLM Performance](https://www.youtube.com/watch?v=ahnGLM-RC1Y)

### [What is Retrieval-Augmented Generation (RAG)?](https://www.youtube.com/watch?v=T-D1OfcDW1M)

### [OpenAI API: Fine-Tuning](https://www.linkedin.com/learning/openai-api-fine-tuning?u=111572026)

### [Ragas](https://github.com/explodinggradients/ragas) is a framework that helps you evaluate your Retrieval Augmented Generation (RAG) pipelines.

### [Fine-tuning GPT3.5-turbo based on 140k slack messages](https://rosslazer.com/posts/fine-tuning/) - ROSS LAZEROWITZ

### [Y Combinator](https://www.ycombinator.com/companies)
Whispeer: Elevating Privacy in Messaging
Tags: privacy, opensource, encryption, security
Published: 2024-01-18 02:05:16

Hello Dev.to Community!

Today, I'm thrilled to introduce [Whispeer](https://whispeer.me/), a project that's not just another messaging app, but a leap forward in secure and private communication. Developed with a heavy focus on privacy and security, [Whispeer](https://whispeer.me/) is built for those who value confidentiality in their digital conversations.

## Key Features of Whispeer:

**Client-Side Encryption:** Using the CryptoJS library, all messages are encrypted on the client side before they're transmitted. This ensures that your sensitive data is secure, even if the network is compromised.

**Auto-Expiring Messages:** In line with our commitment to privacy, messages in [Whispeer](https://whispeer.me/?ref=dev.to) auto-expire after 24 hours, leaving no trace behind.

**Robust Tech Stack:** The app harnesses the power of PostgreSQL, Node.js, and Vue.js 2, offering a seamless and robust user experience.

**Open Source:** We believe in the power of community-driven development. [Whispeer](https://whispeer.me/?ref=dev.to) is open source, and we warmly welcome contributors who share our vision of private and secure communication.

## How Can You Contribute?

[Whispeer](https://whispeer.me) is more than just an app; it's a community. We're looking for developers, designers, testers, and security experts to join us in making Whispeer even better. Here's how you can contribute:

**Code Contributions:** Dive into our codebase and help us enhance the app's functionality. We're especially keen on improving our encryption techniques and ensuring the app's performance under various conditions.

**Design and UX:** Help us make [Whispeer](https://whispeer.me) not only secure but also a delight to use. We're looking for innovative UX/UI designs that can make complex encryption processes user-friendly.

**Testing and Feedback:** Rigorous testing is crucial for an app like Whispeer. If you're a tester or just someone who's interested, we need your help to identify and fix bugs.

**Spread the Word:** If you love what we're doing, tell others about it! The more people know about [Whispeer](https://whispeer.me/), the stronger our community becomes.

## Get in Touch:

To learn more about [Whispeer](https://whispeer.me), check out our website. If you're interested in contributing, please visit our [Contributing Guide](https://github.com/whispeer-me/frontend/blob/main/CONTRIBUTING.md) for more information.

We can't wait to see how you'll help [Whispeer](https://whispeer.me) grow. Here's to making digital communication private and secure for everyone!

Thank you for your support!
![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/512bdl2e60h0watk5b8f.png)