teleren/devto huggingface dataset:
Caching in REST APIs: Improving Performance and Scalability
Tags: api, caching, webdev, rest
Published: 2023-02-22 02:53:02

Caching is a common technique used in modern software development to improve the performance and scalability of applications. Caching involves storing frequently used data in a cache, a temporary storage area, so it can be quickly retrieved when needed. Caching is particularly important in enterprise systems where performance and scalability are critical.

## Importance of Caching

The benefits of using caching in software development are numerous. Caching helps to reduce response times, increase throughput, and improve scalability. Caching also helps to reduce the load on servers by reducing the number of requests that need to be processed.

## Caching in REST APIs

REST (Representational State Transfer) is an architectural style for building web services that are scalable, flexible, and easy to maintain. One of the critical characteristics of REST is its statelessness, which means that each request is independent and does not rely on previous requests. Statelessness makes REST an ideal candidate for caching, as the same response can be reused for multiple requests.

## Different Ways to Implement Caching in REST APIs

There are several ways to implement caching in REST APIs, including:

**_Client-side caching:_** Client-side caching involves storing responses in the client's cache to retrieve them quickly when needed. This is typically achieved using the HTTP cache control headers.
**_Server-side caching:_** Server-side caching involves storing responses in the server's cache to retrieve them quickly when needed. This is typically achieved using a cache server or a caching middleware.
**_Content delivery network (CDN) caching:_** A CDN is a network of servers that are distributed around the world. CDN caching involves storing responses in the CDN cache so that they can be quickly retrieved from the closest server.

## Benefits of Caching in REST APIs

Caching provides several benefits for REST APIs, including:
Improved performance: Caching reduces the response time of API calls, improving the application's overall performance.
Scalability: Caching improves the scalability of REST APIs by reducing the load on servers and improving the response time of API calls.
Reduced server load: Caching reduces the load on servers by reducing the number of requests that need to be processed.

## Conclusion

Caching is a powerful technique that can significantly improve the performance and scalability of REST APIs. Caching can reduce response times, increase throughput, and improve user experience. Whether you choose client-side caching, server-side caching, or CDN caching, caching is an essential tool for any enterprise system that relies on REST APIs.
Maaco Paint Job
Published: 2023-02-22 04:44:43

A good paint job enhances the overall look of your car. Paint jobs are expensive, but Maaco provides excellent services at meager costs. This article will discuss “[maco paint cost](https://paintsbeast.com/masking-tape-vs-painters-tape/).”

Your car’s paint is what gives it its distinctive appearance. And it is the primary characteristic that helps us to identify an automobile. However, in most cases, the paint of the automobile is disregarded and considered a non-essential component. Since the beginning of time, humans have painted cars because they knew metal would rust if it were not protected.

The main difference between painters’ and masking tape is the adhesion ability. Masking tape is designed to stick on the wall for a long time. On the other hand, painter’s tape is designed to be removed easily from the wall. Painters tape is a type of masking tape

It’s an essential type of tape with extraordinary adhesion ability. It is made up of thin crepe paper and has a large width compared to the painter’s tape. It is used on areas you want to protect from paint while painting. This tape is ideal for heavy projects and large surface areas.
create Login app using flask Framework
Published: 2023-02-22 04:35:07

Dependency require to install :

```

`         pip install flask-wtf
       pip install flask-login   
```
                  `

User Registration :

The **first step** in building a Flask login web app is to create a registration form that allows new users to create an account. We will be using Flask-WTF to build our form. Here's an example registration form:

```
from flask_wtf import FlaskForm
from wtforms import StringField, PasswordField, SubmitField
from wtforms.validators import DataRequired, Email, EqualTo

class RegistrationForm(FlaskForm):
    username = StringField('Username', validators=[DataRequired()])
    email = StringField('Email', validators=[DataRequired(), Email()])
    password = PasswordField('Password', validators=[DataRequired()])
    confirm_password = PasswordField('Confirm Password', validators=[DataRequired(), EqualTo('password')])
    submit = SubmitField('Sign Up')

```

In this form, we have four fields: username, email, password, and confirm_password. Each field has a corresponding validator that ensures the field is not empty or meets specific requirements (such as a valid email format). We also have a SubmitField that will allow the user to submit the form.


Next, we need to create a route that will render this form and handle the user's form submission. Here's an example route:

from flask import render_template, redirect, url_for
from your_app import app, db
from your_app.models import User
from your_app.forms import RegistrationForm

```
@app.route('/register', methods=['GET', 'POST'])
def register():
    form = RegistrationForm()
    if form.validate_on_submit():
        user = User(username=form.username.data, email=form.email.data)
        user.set_password(form.password.data)
        db.session.add(user)
        db.session.commit()
        return redirect(url_for('login'))
    return render_template('register.html', title='Register', form=form)
```

second step : [login and Authentication](https://www.technilesh.com) 
third step : Logout out
Fourth : session management
Read all Reaming step to our blog : [Flask Login Web App](https://www.nileshblog.tech/building-a-flask-login-web-app-a-comprehensive-guide-tech-nileshblog/)  [FLASK BLOG APP DEVELOPEMENT](https://www.nileshblog.tech/flask-blog-web-app-with-glassmorph/)
Automatic Speech Recognition with Node.js
Tags: 100daysofcode, challenge, node, webdev
Published: 2023-02-22 04:19:22

We'll cover how to run Automatic Speech Recognition (ASR) software with Node.js. Do you want to guess how many lines of code you need for it when you work with [Leopard](https://picovoice.ai/platform/cat/) [Node.js SDK](https://picovoice.ai/docs/quick-start/leopard-nodejs/)?

1. Create a project and install the SDK:
```
npm install @picovoice/leopard-node
```
2. Implement transcription in JavaScript
Get your `AccessKey` from Picovoice Console if you haven't already. Then replace the placeholder with your `AccessKey` before running the below:
```
const {Leopard} = require("@picovoice/leopard-node");

const handle = new Leopard(accessKey);
```
3. Transcribe an audio file in FLAC, MP3, MP4, m4a, Ogg, WAV, and WebM.

```
const result = handle.processFile(audioPath);
console.log(result.transcript);
```

Voila!

If you want to explore additional features such as word confidence or timestamps, check out this [tutorial](https://picovoice.ai/blog/speech-to-text-using-nodejs/).
Master Git And Github Fast with these Resources take a Look
Tags: git, github, githunt, githubactions
Published: 2023-02-22 04:13:50

These are some resources you can Follow To **Master Git and Github Fast :**

1.**Git Cheatsheet By Atlassian**
Cheat sheet for effective learning : 
[CHEATSHEET](https://www.atlassian.com/git/tutorials/atlassian-git-cheatsheet)

2.**GitHub Minesweeper** : 
Let a bot teach you how to use Git & GitHub in a professional team
[GITMINESWEEPER](https://profy.dev/project/github-minesweeper)

3.**Git official Docs** : 
It can sometimes take a bit of experience to learn effectively from docs, & Git docs are not the easiest to understand.
If you’re experienced, use these docs.
[GIT DOCS](https://git-scm.com/doc)

4.**Oh My Git :** 
This open-source card game is dedicated to teaching important git commands.

There's even an integrated terminal for you to test any git command you wish.

Their graphics are nothing fancy but it helps with learning visually.
[OMG](https://ohmygit.org/)

5.**Git Crash Course By Programming with Mosh (1hr)** : 
you can start with this channel if you are about to start 
Great channel for Devs
[CRASH COURSE](https://www.youtube.com/watch?v=8JJ101D3knE)
Xosofast - Trang web dự đoán kết quả, soi cầu xổ số miễn phí
Published: 2023-02-22 03:39:53


Xosofast là một website chuyên tổng hợp and phân phối công dụng xổ số, soi cầu chuẩn xác. Theo dõi ngay nội dung bài viết này để thay đổi thêm nhiều thông tin thú vị về chuyên trang nhé!
Khái quát về website Xosofast
Xosofast giúp cược thủ nhanh chóng chọn lựa đc những cặp số lý tưởng trong ngày. đây là chuyên trang update kết quả của các kỳ quay xổ số chóng vánh, cập nhật các thông tin cực chuẩn và dự đoán chính xác lên đến 100%.
Mỗi ngày, Xosofast tóm tắt đến gamer bảng hiệu quả xổ số, bảng soi cầu chốt số mới nhất để đồng đội dễ dàng chọn lựa đc các con số ứng ý. công dụng đc hiển thị & thống kê kỹ càng từ các Chuyên Viên & cao thủ soi cầu.
Tổng hợp các phương thức soi cầu xổ số tại Xosofast
Xosofast update các vô danh hề bất kỳ, tất cả đều được chọn lọc kỹ lưỡng. Theo đó, chuyên trang đã phầm mềm các cách thức soi cầu tân tiến & đều được thực hiện bởi các chuyên gia và những thiết bị tính toán chuyên sử dụng.
Do vậy, tính chuẩn xác của Xosofast được bình chọn rất cao. Hãy lưu ngay những phương pháp soi cầu và dự đoán tác dụng xổ số đc sử dụng nhiều nhất tại Xosofast sau đây:
Soi cầu xổ số khuyết góc
Soi cầu xổ số qua phần mềm
Soi cầu xổ số theo công thức
Quay thử hiệu quả xổ số bây giờ
Lý do nên lựa chọn website Xosofast
Đối cùng những người chơi xổ số lâu năm, không khó để đồng đội có lẽ nhận thấy nhận thấy các ưu điểm vượt trội của website Xosofast như là:
Hệ thống dữ liệu đc cần dùng chính xác 100% và các kết quả xổ số được update.
Xosofast ứng dụng tool soi cầu miễn phí & công khai minh bạch minh bach.
Hệ thống các bảng thống kê giải xổ số and thống kế chốt số đc bài trí khoa học.
hình ảnh website được thiết kế khoa học, dễ dàng thao tác & sử dụng.
Website quy tụ các Chuyên Viên dày dặn kinh nghiệm trong làng soi cầu and dự đoán các nhỏ số chính xác nhất.
ở kề bên vận động tra cứu công dụng xổ số, soi cầu bây giờ, bạn bè còn có vẻ học hỏi thêm các kinh nghiệm chơi xổ số khi new tham gia and hiểu biết thêm các thông tin giải mã giấc mơ chọn số đẹp.
Tổng kết
Tất cả các câu chữ bên trên đây được chúng tôi đề cập về website xổ số Xosofast là ADD tra cứu kết quả & soi cầu uy tín. Nếu bạn muốn tìm kiếm cho chính mình những cặp số ưng ý, hãy nhanh tay ghé đến website để chốt số ngay bây giờ nhé!
[https://dev.to/xosofast/ket-qua-xsmb-e6j](https://dev.to/xosofast/ket-qua-xsmb-e6j)
[https://dev.to/xosofast/du-doan-xsmb-4p3m](https://dev.to/xosofast/du-doan-xsmb-4p3m)
Machine Learning Development Life Cycle (MLDLC/MLDC)
Tags: machinelearning, datascience, python, beginners
Published: 2023-02-22 03:33:33

The "Machine Learning Development Life Cycle (MLDLC/MLDC)" is an approach to addressing business issues using machine learning. It involves comprehending the problem, developing a solution, transforming data, and creating a model. These distinct steps combine to form the complete machine-learning development cycle.

These are the following steps included in any machine learning project:

1. Business Understanding: This stage is crucial in tackling a business problem and involves gaining insight into the problem by asking relevant questions.

2. Data Gathering and Collection: After defining the problem, we need data to solve it. Because we don't always get the right data, we can create a data set by combining data, web scraping, or using specific APIs.
 
3. Preprocessing: In this step, the data was prepared for analysis by removing duplicates, handling missing values, converting data types, scaling and normalizing values, addressing outliers, and encoding categorical variables.

4. Exploratory data analysis (EDA): EDA is a method for analyzing, summarizing, and understanding the main characteristics and relationships in data.

5. Feature engineering and selection: This involves creating new features and selecting the most important ones for modeling, aiming to improve performance and reduce complexity. Techniques such as correlation analysis, feature importance calculations, and dimensionality reduction are used.

6. Model Training and Evaluation: In this stage, we try out the different kinds of machine learning models, e.g., supervised and unsupervised learning algorithms, and evaluate model performance on various parameters like the confusion matrix, accuracy, precision, recall, etc.

7. Model Deployment: Deploying the trained model on cloud platforms such as Heroku, GCP, or AWS to make it usable for real-world applications.

8. Testing: After successful deployment, evaluate the machine learning model's performance on real-world data to assess its ability to solve the target problem.

9. Optimize: Improve the machine learning model's performance by analyzing test results and adjusting parameters, features, or algorithms, then repeating the process as needed.

Found this post useful and learned something new?
Follow me, [Rishabh](https://www.linkedin.com/in/rishabhrathore/)
A Lovecraftian Game
Tags: game, scratch
Published: 2023-02-21 13:55:48

[`@griffpatch`]: https://scratch.mit.edu/users/griffpatch/
[Kodumaro]: https://kodumaro.cacilhas.info/2023/02/lovecraft.html
[Itch.io]: https://cacilhas.itch.io/find-key
[ray-casting series]: https://www.youtube.com/watch?v=M1c5TcdITVs
[Scratch]: https://scratch.mit.edu/
[simple sound tutorial]: https://www.youtube.com/watch?v=v99RKhePxw8
[The STEAMist]: https://scratch.mit.edu/users/ThePhantomAnimator/

From the original at [Kodumaro][].

-----

![Oni face](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/vyxjwel1vlya8dvwrul8.png)

A platform I simply love is [Scratch][]. You can build different kinds of application using a visual programming based on drag’n’drop blocks.

Recently I’ve been working on a Lovecraftian game quite simple, where you just need to find a key using a sensor, while running away from an *oni*-style demon. I call it “Must Find the Key to Escape” (not the most creative name, I know).

I based the code on a <a href="https://scratch.mit.edu/users/griffpatch/" target="_blank"><code>@griffpatch</code></a>’s [ray-casting series][], and a [simple sound tutorial][] from [The STEAMist][].

You can play the game at [Itch.io][].
A Note to Self: Origin
Tags: beginners, dotnet, devjournal
Published: 2023-02-22 03:05:22

# Who
Hi, I'm Ryan. I am a full stack web developer with about 2 years of professional experience. I have a B.S. in Computer Information Systems, and am at the start of my second career. Previously, I was an automotive technician(mechanic, grease monkey, wrench turner) at a Ford dealership for roughly 8 years. I am a father and husband.

# What
This 'blog' will be a place to document my continued learning journey in the world of software development. It's intended to be a place for me to put my thoughts into words while learning new or revisiting old concepts. This will be a no B.S., straight to the point, non-buzzwordy, ELI5 place. This is **_not intended_** to be an educational blog. There may not be much here for readers than can't already be found in other blogs or documentation.

# Why
There is so much (too much) to learn. I often struggle with narrowing down and picking a concept to learn. This feeling leaves me overwhelmed and less likely to put forth effort in progressing my skills. This is my attempt at solving that. This will be a place to list down topics of interest, and after spending a bit of time learning about them, writing down my thoughts.

Here is a quick list of topics I want to start with.

# C# Topics:
- [ ] Tuples
- [ ] Randomness
- [ ] DateTime
- [ ] Generic Types
- [ ] Integral Numbers
- [ ] OOP
  - Abstraction
  - Encapsulation
  - Inheritance
  - Polymorphism
- [ ] Collections
- [ ] Overflow
- [ ] Exceptions
- [ ] Type Casting
- [ ] Overloading
- [ ] Regular Expressions
- [ ] TBD......
What You Should Know About Cosmetic Dental Procedures
Published: 2023-02-22 02:50:15

aesthetic dentist The dentist must be precise and knowledgeable when doing surgery in Bondi Junction. The dentist should have in-depth knowledge and skill in all dental procedures, including root canal surgery, Invisalign, veneers, dental crowns, bonding, and teeth whitening. Also, he needs to be aware that every person has a unique set of teeth. Before suggesting the necessary course of action, it is crucial to get an x-ray of one's teeth to determine exactly what is wrong with them. You must be certain that you can adhere to the aftercare instructions before choosing the procedure. Also, you ought to be able to pay for the procedure.

The majority of health insurance plans do not include coverage for dental cosmetic surgery. You will be responsible for paying the price as a result. You have two options: spend all of your cash or get a personal loan before choosing a course of treatment. Whatever decision you choose, your financial situation will suffer. Hence, before making a decision regarding whether you want to choose the therapy or not, we advise that you perform a complete calculation. You must take care of your teeth even if you can afford the procedure.

In order to prevent food from getting stuck on your artificial braces for Invisalign, you must remove them at night and properly clean them. Making sure the veneers are properly set is essential because else, they might simply fall off. If you choose teeth whitening, you must make sure to limit the consumption of all foods that can stain your teeth.

In other words, you must completely alter your way of life. Are you ready to carry out that? Do you possess the necessary commitment? Stopping in between won't help because your teeth's condition will only continue to worsen. Thus exercise extreme caution before choosing any course of treatment.

There are numerous **[dentist Bondi Junction](https://www.bsmilesbondijunction.com.au/)** who provide cosmetic dentistry services. You need to track down a reputable and well-known expert in this field. Make an appointment with him as soon as possible. So why are you still waiting? Make an appointment with the dentist right away. Do a quick Internet search to learn more about the cosmetic dentist Bondi Junction.
There are many cosmetic dentists who specialise in these aesthetic procedures. Choose the one that is closest to your house. Let him to do his task. Please feel free to ask questions if you have any. 

It is important to clarify any misunderstandings at the outset. In the long term, it will save money, time, and energy. What do you make of everything? Please share your thoughts in the comments area. Please contact us if you have any feedback. You should always take good care of your teeth because they are your pride.
openGauss UPDATE Statement
Tags: opengauss
Published: 2023-02-22 02:40:56

Existing data in a database can be updated. You can update one row, all rows, or specified rows of data, or update data in a single column without affecting the data in the other columns. The UPDATE statement changes the values of the specified columns in all rows that satisfy the condition. The WHERE clause clarifies conditions. The columns to be modified need to be mentioned in the SET clause; columns not explicitly modified retain their previous values.

## Syntax

`UPDATE table_name 
SET column_name = { expression | DEFAULT } 
[WHERE condition ];`

## Parameter Description
table_name

Specifies the name (optionally schema-qualified) of the table to be updated. For example, myshcema.table.

Value range: an existing table name

expression

Specifies the expression or value to be assigned to a column.

column_name

Specifies the name of the column to be modified.

Value range: an existing column name

condition

Specifies an expression that returns a value of Boolean type. Only rows for which this expression returns true are updated.

## Examples
Run the following command to change the value of c_customer_sk in the customer_t1 table from 9527 to 9876:


`openGauss=# UPDATE customer_t1 SET c_customer_sk = 9876 WHERE c_customer_sk = 9527;
UPDATE 1`
You can use a schema to modify the table name. If no such modifier is specified, the table is located based on the default schema path. In the statement, SET is followed by the target column and the new column value. The new column value can be a constant or an expression.

For example, run the following statement to increase all the values in the c_customer_sk column by 100:


`openGauss=# UPDATE customer_t1 SET c_customer_sk = c_customer_sk + 100;
UPDATE 9`
This statement does not include the WHERE clause, so all rows are updated. If the statement includes the WHERE clause, only the rows matching the clause are updated.

In the SET clause, the equal sign (=) indicates value setting. In the WHERE clause, the equal sign indicates comparison. WHERE may not represent an equation and can be replaced by other operators.

You can run an UPDATE statement to update multiple columns by specifying multiple values in the SET clause. For example:


`openGauss=# UPDATE customer_t1 SET c_customer_id = 'Admin', c_first_name = 'Local' WHERE c_customer_sk = 4421; 
UPDATE 1`
Non Denominational;
Tags: beginners, devops, javascript, opensource
Published: 2023-02-22 02:39:19

  (PrisonCrewInk@gmil.com)

2.<shawnfleming949@gmail.com

1.>shawnfleming1223@gmail.com

We are a non religious program but are open to new ideas and are always willing to listen.

Alls were about is helping the next man and woman hell even if your a teen or a child with your parents and want to learn about addiction you can tag along.

We will never judge you on anything you decide to share and we respect your privacy and follow all HIPPA laws and if the laws get broken that person shall be dealt with properly on the extent but that will be discussed. 

This is going to be epic just due to the fact that There's a lot of crazy stuff going on at the moment and people could use a lending ear sometimes.

i want to take this to the prison system just for the fact that its gonna be epic.