teleren/devto huggingface dataset:
5 Free APIs That Developers Will Give Up For Pizza For
Tags: productivity, api, developer
Published: 2024-06-28 11:49:50

### API Use in 2024 and Trends

The adoption of APIs continues to surge in 2024 as their importance in driving innovation and enabling seamless data integration becomes more widely recognized. Key trends include:

**Increased Adoption of GraphQL APIs:** Preferred for its efficient data fetching capabilities.
**Expansion of API Marketplaces and Ecosystems:** Easier access to a variety of APIs.
**Enhanced API Security and Authentication:** Strengthening data protection with advanced protocols.
**API-Led Integration and Composable Architectures:** Facilitating the creation of flexible, modular systems.
**APIs in IoT and Edge Computing:** Crucial for the functionality of IoT devices and edge applications.

### What is an API?

An API (Application Programming Interface) is a set of protocols, tools, and standards used in building software applications. It specifies how software components should interact, enabling developers to integrate data or functionalities from external sources into their own applications seamlessly.

### Benefits of APIs for Developers

**Using APIs offers several key advantages:
**
**Reduced Development Time:** APIs provide pre-built functionalities, accelerating the development process.
**Cost Savings:** Many APIs are free, reducing overall development costs.
**Access to Diverse Data and Services:** APIs offer extensive data and services, enhancing application features.
**Improved Productivity:** APIs allow developers to focus on core functionalities instead of common features.
**Scalability:** APIs are designed to handle high traffic, making scaling applications easier.

### Top 10 Free APIs for Developers in 2024
Here are the top 10 free APIs that developers should consider in 2024:

**Unsplash API**

Access a vast library of high-quality, royalty-free images, perfect for integrating stunning visuals into applications to enhance user experience.
Website: [Unsplash API](https://unsplash.com/developers)

**Twilio API**
Enables sending and receiving SMS, MMS, and voice messages, making it essential for creating SMS-based apps, two-factor authentication, and voice-enabled features.
Website: [Twilio API](https://www.twilio.com/docs/usage/api)

**Stripe API**

Facilitates secure handling of online payments, subscriptions, and invoicing, making transaction processes smooth and secure for users.
Website: [Stripe API](https://stripe.com/docs/api)

**Giphy API**

Provides access to a large collection of animated GIFs and stickers, adding fun and engaging content to chat apps, social media platforms, and entertainment websites.
Website: [Giphy API](https://developers.giphy.com/docs/)

**Mailgun API**

Efficiently send, receive, and track emails, making it perfect for building email-based applications like newsletters, contact forms, and transactional emails.
Website: [Mailgun API](https://documentation.mailgun.com/docs/mailgun/api-reference/intro/)

...[read more](hyscaler.com/insights/free-apis-for-developers-in-2024-2/)
IA para el reconocimiento de edificios en África: Ayuda humanitaria en OpenStreetMap
Tags: ai, humanitarian, openstreetmap, roboflow
Published: 2024-06-28 11:48:08

La ayuda humanitaria en África es un desafío crucial debido a la pobreza o la falta de acceso a servicios básicos. Por lo tanto, es muy importante crear un mapa de edificios y carreteras de buena calidad para facilitar la intervención de los servicios de emergencias.

![Photo by Annie Spratt on Unsplash](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/inv62ivwpd050i3jap8e.png)


## El problema del mapeado manual

El mapeado manual de edificios en África es lento y a menudo ineficiente. Las imágenes por satélite suelen ser de baja calidad, la resolución, la iluminación o la distorsión complican mucho el mapeado. Identificar todos los edificios en estas condiciones es un desafío significativo para los equipos humanitarios.

![JOSM Openstreetmap editor](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/xbbg1k5j62mop7njwofp.png)

El uso de modelos de reconocimiento de imagen permitirían automatizar el proceso de identificación de edificios en imágenes satelitales, lo que aceleraría significativamente el mapeo y proporcionaría datos más precisos.


## Humanitarian OpenStreetMap Team (HOT)

HOT es una organización sin fines de lucro que utiliza OpenStreetMap (OSM) para apoyar la respuesta humanitaria en todo el mundo. Su enfoque en África es crucial para proporcionar datos geo espaciales precisos y actualizados. Sin embargo, el mapeo manual no siempre es suficiente para cubrir grandes áreas o responder a tiempo a las emergencias.


## Resultados de un primer experimento utilizando ROBOFLOW

![Ejemplo 1](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/fnnocdg9ly3mqozsemrs.jpeg)

![Ejemplo 2](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/1whufjhcvq0w6szfrr9j.jpeg)

Cómo podéis ver el modelo funciona impresionantemente bien, en el próximo post explicaré en detalle los pasos que he seguido para conseguir estos resultados.
How an AI Model Works?
Tags: ai
Published: 2024-06-28 11:41:38


**Stage 1: Detokenization**

**What it is:** The first layer of the model acts as an additional step in converting words into numbers that the model can comprehend.
**How it works:** In models like Pythia, this initial layer operates solely on the current token (the piece of information the model is processing at that moment).
**Importance:** Removing this layer confuses the rest of the model, as it loses immediate context. This stage takes individual tokens and groups them into more meaningful entities, such as a full name.

**Stage 2: Feature Engineering**

**What it is:** This stage involves creating useful features from the data.
**How it works:** The early and middle layers of the model recall facts and enhance the identification of spatial and temporal features.
**Importance:** Features become more complex, progressing from understanding sentence structure to capturing their deeper meaning.

**Stage 3: Prediction Ensemble**

**What it is:** This stage converts semantic features into concrete predictions.
**How it works:** Post midway through the model, a form of "voting" among multiple sub-networks determines the next token (word) to predict.
**Importance:** Prediction neurons increase the probability of certain tokens, while suppression neurons decrease others, ensuring more accurate predictions.

**Stage 4: Residual Refinement**

**What it is:** The final stage fine-tunes and refines predictions.
**How it works:** The last layers of the model contain many suppression neurons that eliminate unnecessary features and adjust confidence in the final prediction.
**Importance:** These neurons refine prediction distributions, ensuring they are neither overly confident nor uncertain. The ordering of layers at the beginning and end is crucial due to the significant changes they can induce.
"Advancing Galaxy Analysis: AI-Powered Detection and Segmentation of Edge-On Galaxies"
Tags: universe, ia
Published: 2024-06-28 11:39:11


![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/tx8qkgnnrsfmhu503xse.png)


- Discusses the development of a deep learning algorithm to detect and segment edge-on galaxies in astronomical images. Edge-on galaxies are of great interest in galactic astrophysics due to their unique orientation, which allows for the study of various galactic phenomena.

- The process begins with the selection of a dataset of edge-on spiral galaxies from the Galaxy Zoo project and the corresponding images from the Sloan Digital Sky Survey (SDSS). Approximately 16,000 galaxies were selected and used to train the YOLOv5 algorithm for detection purposes. To isolate galaxies from their backgrounds, the SCSS-Net neural network was used to generate segmentation masks. The algorithm detected 8,000 edge-on galaxies, for which a catalog including their parameters obtained from the SDSS database was compiled.

- The algorithm is structured into three main steps:

Detection: Using the YOLOv5 model, detection boxes of edge-on galaxies are obtained.

Segmentation: Extraction of cutouts of detected galaxies using a U-Net-based architecture.

Post-processing: Generation of segmentation masks and extraction of galaxy parameters for further analysis.

- Initial data were selected from Galaxy Zoo 2, following specific criteria to ensure that the selected galaxies were spiral and edge-on. The selected images were uploaded to the Zooniverse platform for data annotation by volunteers, which allowed for accurate and verifiable annotations. This collaboration enabled the preparation of the data for the development of the machine learning algorithm.

- The paper highlights that most detected galaxies have redshifts between 0.02 and 0.10, with low b/a values (ratio of minor to major axes), and are mostly red, which is consistent with the expected characteristics of edge-on galaxies.

- The methodology demonstrates how combining detection and segmentation algorithms can automate the identification and preparation of galaxies for scientific studies. The integrated approach from raw data to usable scientific results is a significant innovation in galactic astrophysics.

- Concludes that the algorithm is not only capable of detecting and segmenting edge-on galaxies with high precision but can also be applied to data from future astronomical surveys, extending its utility and application in future galactic studies.

- This work represents a significant advance in the application of artificial intelligence techniques for analyzing large volumes of astronomical data, facilitating the identification and study of edge-on galaxies, which are crucial for better understanding the structure and dynamics of galaxies.

![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/cgys1orrwv2x9dl1rde7.png)


Nota: Text generated with the help of AI.
Custom CNC Machining Service: Tailored Solutions for Precision Parts
Tags: design
Published: 2024-06-28 11:37:23

CNC machining is just a really great technology, and it's important to clarify that because of how much the world has changed. It uses machines to manufacture very precise and intricate pieces of parts for many different products. A custom CNC machining service makes it possible to produce very exact difficult parts.

COBOTICS have a fantastic article containing five CNC Machining Parts services offering to machine solutions that are typically difficult or expensive.

Before the fu%kin CNC machine, you had to keep it simple stupid (kiss) with just basic shaped parts. But there was a time when CNC technology sucked at accurate, speedy and versatile part making. Complex structures and designs can be designed with the help of special computer programs which were never possible in olden times.

Custom to Fit for Accurate Results
For someone who regularly produces parts, custom CNC machining can provide results quickly in perfect condition only one time for use with the customer. No two projects are the same, but machines are programmed to produce exactly as specified by so-called "print". This high degree of accuracy ensures that the final CNC Turning Parts product comes out to be pretty much perfect, consequently fulfilling every demand laid down by the customer.

Customized for Varied Requirements
But every customer is special and needs parts in their own specific way. Personalized Solutions with Custom CNC Machining With their resources, they will create a custom solution for you that is all one part or many.

Personalized Solutions For Your Requirements
Customized machining can be made in distinct dimension, material as well as finish. We are also able to modify existing Injection Molding Parts designs or create new parts on request by the customer. This allows you to create precise components with exact fitments.
Pondy Marina Boat House: Where Memories Are Made
Published: 2024-06-28 11:35:36

`Nestled along the sun-kissed shores of Pondicherry, the Pondy Marina Boat House stands as a beacon of serenity and adventure, beckoning travelers and locals alike to embark on an unforgettable journey where memories are woven into the very fabric of time
![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/b0ttsgorp8j0aqhud321.jpg).

A Haven of Tranquility

Tucked away from the hustle and bustle of city life, Pondy Marina Boat House offers a sanctuary where one can escape into the embrace of nature. The tranquil waters of the Bay of Bengal stretch out before you, inviting you to leave behind the worries of the world and immerse yourself in the present moment. The gentle rhythm of the waves lapping against the shore serves as a soothing lullaby, calming the mind and rejuvenating the soul.

Adventures Await

For those with an adventurous spirit, Pondy Marina Boat House is a playground waiting to be explored. A fleet of boats stands ready to carry you on an exhilarating journey across the azure waters. Whether you prefer the thrill of jet skiing, the freedom of kayaking, or the tranquility of a sunset cruise, there's no shortage of experiences to be had. Feel the wind in your hair and the salt spray on your skin as you chart a course for adventure, creating memories that will last a lifetime.

Family-Friendly Fun

Pondy Marina Boat House is more than just a destination – it's a gathering place for families and friends to come together and create cherished memories. Watch as children build sandcastles on the pristine beaches, their laughter ringing out like music against the backdrop of the sea. Take a leisurely pedal boat ride with loved ones, sharing stories and laughter as you navigate the calm waters. Here, bonds are strengthened, and relationships are deepened, as each moment spent together becomes a treasure to be cherished forever.

Beyond the Waves

While the allure of the sea is undeniable, Pondy Marina Boat House offers a wealth of experiences beyond its shimmering waters. Take a leisurely stroll along the waterfront promenade, where colorful boats bob gently in the harbor and the salty scent of the sea fills the air. Indulge in freshly caught seafood at one of the nearby eateries, savoring the flavors of the coast as you watch the sun dip below the horizon in a blaze of fiery colors.

Crafting Memories

In the heart of `Pondy Marina Boat` House, amidst the beauty of nature and the laughter of loved ones, memories are made that will last a lifetime. Here, time seems to stand still, allowing you to fully immerse yourself in the present moment and savor the beauty of the world around you. Whether you come seeking adventure, relaxation, or simply a moment of peace, Pondy Marina Boat House welcomes you with open arms, ready to help you create memories that will be treasured for years to come.

As the sun sets on another day at Pondy Marina Boat House, the memories you've created linger like whispers on the breeze, reminding you of the beauty and magic that can be found in the simplest of moments.`
FitSpresso Reviews – Ingredients, Side Effects, Expert Analysis and Real Customer Complaints?
Tags: webdev, beginners, programming, tutorial
Published: 2024-06-28 11:22:38

[FitSpresso](https://www.mid-day.com/amp/lifestyle/infotainment/article/fitspresso-reviews-customers-latest-update-and-warnings-is-fitspresso-coffee-23344928) but they either didn't work or didn't seem natural. One of my family members lost a good amount of weight using Atkins, nonetheless cholesterol experienced the limit. Another friend was using Weight Loss Pills, b
[https://www.mid-day.com/amp/lifestyle/infotainment/article/fitspresso-reviews-customers-latest-update-and-warnings-is-fitspresso-coffee-23344928](https://www.mid-day.com/amp/lifestyle/infotainment/article/fitspresso-reviews-customers-latest-update-and-warnings-is-fitspresso-coffee-23344928)
https://www.facebook.com/groups/450024464403222 
https://www.facebook.com/TryFitspressoCoffeeReviews/ 
https://groups.google.com/a/chromium.org/g/telemetry/c/RLGjX6rcneI
https://groups.google.com/a/chromium.org/g/devtools-reviews/c/IGm-rMvg-nk
https://fitspressocoffeebuys.blogspot.com/2024/06/fitspresso.html 
https://soundcloud.com/fitspresso-coffee-955877302/fitspressopills
https://www.scoop.it/topic/fitspresso-by-fitspresso-509
https://sketchfab.com/3d-models/fitspresso-coffee-real-ingredients-benefits-f26f94ff703a4bbba5d3025eebc08e8c
https://teeshopper.in/products/Fitspresso-Coffee-Loophole-FitSpresso-Reviews
https://ecosoft.microsoftcrmportals.com/en-US/forums/general-discussion/f37ddf0f-7134-ef11-a81c-000d3a48b93e
https://mec.high.powerappsportals.us/forums/general-discussion/2e669413-7134-ef11-a296-001dd8019fe1
https://ulvac-techno.microsoftcrmportals.com/ja-JP/forums/general-discussion/38292d22-7134-ef11-a297-002248ea49e5
https://uoc-sandbox.powerappsportals.us/en-US/forums/general-discussion/e132fd1f-7134-ef11-a296-001dd8068073
https://www.yepdesk.com/fitspresso4
https://support.google.com/groups/thread/282231955 
https://muckrack.com/fitspresso-price/bio
https://www.pixiv.net/novel/show.php?id=22446164 
https://www.herotraveler.com/vadaxba/story/fitspresso-coffee-real-ingredients-benefits-side-effects-honest-customer-reviews 
https://sway.cloud.microsoft/V89GVOsBqFBqgHYj 
https://coda.io/d/_d6ro-3w2YNg/FitSpresso-Coffee-Real-ingredients-Benefits-Side-Effects-Honest-_suDqV 
https://www.completefoods.co/diy/recipes/fitspresso-coffee-loophole 
https://sb-dev.microsoftcrmportals.com/en-US/forums/general-discussion/25aaefbe-1d35-ef11-a297-00224806ca90
https://fitspressobuys.hashnode.dev/fitspresso-reviews-alarming-truth-revealed-coffee-hack-diet-for-fat-loss-real-customer-warnings
https://sites.google.com/view/fitspresso-fatloss
https://fitspressocost.mystrikingly.com/ 
https://www.youtube.com/watch?v=MRm5rMksMrQ
https://www.febspot.com/video/2311142
My Mobile Dev Journey
Published: 2024-06-28 11:19:34

Software development is a path I am most passionate about. When it comes to softwares, I have always been fascinated about how things work under the hood. This is the reason I chose this career path. I started my tech journey in web development. I learnt and used the MERN (MongoDB, ExpressJS, ReactJS, NodeJS) to create multiple fullstack web applications. 
I realised at some point that I might enjoy mobile development. So I decided to give it a try and learnt Flutter. This was one of the best decisions I made as I got my first real software developer job as a mobile app developer. I currently work as the senior mobile application engineer of a fintech company using Flutter.

## No Room for Complacency
If you are as passionate about softwares, this wouldn't come as a shocker to you. I am always looking to learning new things and upgrading my skills.
I decided to pick up Go language. Although I have little experience in backend development with NodeJS|ExpressJS and MongoDB, this was a while ago and I'm a little bit rusty. I decided to learn backend development in Go and PostgreSQL. I realised I have that same feeling I had when I decided to venture into mobile development with Flutter. I realised I enjoy backend development, especially in Go. This is my current stage now, as I am still learning; although I have built a mini [project](https://github.com/JamiuJimoh/ChecklistsServer) in this stack.

## Interlude
I recently learnt about the [HNG](https://hng.tech/internship) internship and I thought to myself, "this couldn't have come at a better time". I learnt the [internship](https://hng.tech/premium) is for anyone and any developer at any role and with any level of experience. It is a platform to learn and collaborate with minds alike. It also offers exposures to job opportunities. I am genuinely grateful for this opportunity and I'm looking to making the most out of it.
Spring Web MVC 6: Show error of REST response in RFC9457 format
Tags: spring, springboot
Published: 2024-06-28 11:07:56

# Introduction

In Spring Web MVC 6, to show error of REST response in RFC9457 format is supported out of the box. Following is the example of location not found error message.

![404 Not Found](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/66c3sm97p35isdcwpy6v.png)

To enable it, just add a line into **application.properties**.

```
spring.mvc.problemdetails.enabled=true
```

So, a *problemDetailsExceptionHandler* bean (class *org.springframework.boot.autoconfigure.web.servlet.ProblemDetailsExceptionHandler*) will be created. This bean is for constructing the response JSON from Exception instance which is a child class of *jakarta.servlet.ServletException*. For example, if no handler can be found of a request, a *org.springframework.web.servlet.NoHandlerFoundException* will be thrown.

# Reference

1. https://swagger.io/blog/problem-details-rfc9457-doing-api-errors-well/
1. https://swagger.io/blog/problem-details-rfc9457-api-error-handling/
1. https://app.swaggerhub.com/domains/smartbear-public/ProblemDetails/1.0.0
1. https://problems-registry.smartbear.com/
Need guidance to get into the IT World
Tags: help, fullstack, webdev, dsa
Published: 2024-06-28 09:29:27

Hello, I am Sumit, a BTECH CSE fresher of 2023, and I am seeking help from my seniors to land a job.
I am asking for help to all my seniors to guide me in what to do now as it's been almost 1 year I have passed out, what skills should I learn, what projects should I do to steal the recruiters interest and so on..

I am proficient in DSA, Java, html, css, javascript, React and node but I am finding it hard to land a job.
I'm currently enrolled in a full stack course in Coding Ninjas and upskilling myself more and more.
I am good in problem solving, developing things, I can learn things pretty fast(Anyone can if they know what to look for and where), I was currently thinking of learning Aws and giving the cloud practitioner exam so I bought a course from udemy to learn, but I am confused that it will help me in my job landing perspective.