teleren/devto huggingface dataset:
Advanced Time-Series & Python Libraries
Tags: python, programming, datascience, machinelearning
Published: 2024-06-11 10:19:02

Advanced Time-Series: Types, Methods, Applications and Top 20 Python Libraries 📈

Advanced time series forecasting involves using machine learning, and deep learning techniques to predict future values of time-dependent data, accounting for complex patterns and seasonality, trends.

——————————

📈 Time series Types:

✶ Univariate
✶ Multivariate 
✶ Stationary
✶ Non-Stationary
✶ Seasonal
✶ Non-Seasonal
✶ Irregular
✶ Regular
✶ Additive
✶ Multiplicative
✶ Periodic
✶ Non-Periodic

——————————

⌛️ Here are several advanced time series forecasting methods:

› LSTM (Long Short-Term Memory) Networks: A type of recurrent neural network (RNN) capable of learning long-term dependencies.

› GRU (Gated Recurrent Unit) Networks: Similar to LSTM but with a simpler architecture.

› Transformer Models: Uses attention mechanisms to capture dependencies without relying on sequential data.

› TBATS (Trigonometric, Box-Cox, ARMA, Trend, Seasonal): Handles multiple seasonalities and complex seasonal patterns.

› XGBoost (Extreme Gradient Boosting): An implementation of gradient-boosted decision trees designed for speed and performance.

› N-BEATS (Neural Basis Expansion Analysis): A neural network-based approach designed specifically for time series forecasting.

› TFT (Temporal Fusion Transformers): Combines the interpretability of transformers with temporal fusion for time series forecasting.

› Large Language Models (LLMs): LLMs like GPT-4 can be adapted for time series forecasting by encoding time series as text, using embeddings, fine-tuning pre-trained models, combining with traditional methods, and leveraging contextual understanding from text-based data.

——————————

📊 Applications:

♕ Predictive Maintenance
♕ Healthcare Monitoring and Forecasting
♕ Energy Consumption Forecasting
♕ Supply Chain Optimization
♕ Natural Language Processing for Temporal Data
♕ Sensor Data Analysis
♕ Traffic Flow Prediction
♕ Sales and Revenue Forecasting
♕ Economic Indicators Forecasting
♕ Climate Modeling
♕ Stock Price Prediction
♕ Cryptocurrency Price Prediction
♕ Customer Churn Prediction
♕ Social Media Trend Analysis
♕ Fraud Detection
♕ Real-time Event Detection and Response

——————————

I found the following 20 Libraries on Time-Series based on GitHub stars:

📚Sktime
📚Darts
📚tsfresh
📚NeuralProphet
📚STUMPY
📚pmdarima
📚tslearn
📚GluonTS
📚Pytorch-forecasting
📚StatsForecast
📚Streamz
📚Uber/orbit
📚pyts
📚NeuralForecast
📚greykite
📚TSFEL
📚seglearn
📚tick
📚Auto_TS
📚DeepAR

Do you know other Time-series libraries or functions?

🔗Source:

https://github.com/PacktPublishing/Modern-Time-Series-Forecasting-with-Python

https://www.datasciencewithmarco.com/blog/timesnet-the-latest-advance-in-time-series-forecasting

https://www.slingacademy.com/article/advanced-time-series-forecasting-with-numpy/?utm_content=cmp-true

https://machinelearningmastery.com/time-series-prediction-with-deep-learning-in-python-with-keras/
How to publish a Python package with GitHub Actions using Poetry | by John Franey
Tags: python, packaging, programming, beginners
Published: 2024-06-11 10:29:00

John Franey added steps to his previous article because things got changed the time he published previous article like trusted publishing at PyPI. If you are interested to know how to publish your package using poetry check out this article. It's easy compared to the conventional way.

{% embed https://johnfraney.ca/blog/how-to-publish-a-python-package-with-poetry-and-github-actions/ %}
5 Ways a Web Development Consultant Can Boost Your ROI
Published: 2024-06-11 10:04:55

Did you know? Businesses with a strong online presence will likely experience a 36% increase in customer engagement! Imagine the impact on your bottom line if you could achieve such growth.

Discover how harnessing the expertise of a web development consultant can unlock unparalleled growth and maximize ROI for your business!

## What exactly is Web Development Consulting?
Web development consulting involves professional guidance and strategic planning provided by experts to enhance the functionality, performance, and overall effectiveness of a website. This field encompasses a broad range of [Custom Web Application Development Services](https://www.aceinfoway.com/web-application-development?utm_source=Blog-web-app&utm_medium=HP-Blog-web-app) to improve a business’s online presence. Consultants work closely with clients to understand their goals, analyze their current web infrastructure, and recommend solutions tailored to their specific needs.

## What does a Web Development Consultant do for Your Business?
A web development consultant brings a wealth of expertise and strategic insight to your business, playing a crucial role in enhancing your online presence and driving growth. Here’s how they can transform your business:

- Tailored Solutions to Meet Business Goals
- Expert Analysis and Recommendations
- Enhanced User Experience (UX)
- Improved Website Performance and SEO
- Strategic Planning and Project Management
- Technology Integration and Optimization
- Security and Compliance Assurance
- Ongoing Support and Maintenance

## 5 Ways a Web Consultant Maximizes ROI

a web development consultant can significantly enhance your website’s performance, security, and user experience, ultimately boosting your ROI. Here’s a detailed look at how a web development consultant can enhance your website: [https://bit.ly/3Xldef0](https://bit.ly/3Xldef0)
How safe are TRON tokens?
Published: 2024-06-11 10:21:07

Introduction:



TRON tokens, also known as TRX, are a form of cryptocurrency used on the TRON blockchain. Launched by Justin Sun in 2017, TRON aims to decentralize the internet, allowing people to create, share, and enjoy digital content without the control of large corporations. TRON token development companies and **[TRON token development services](https://www.clarisco.com/trc20-token-development)** play a crucial role in this ecosystem by providing the expertise and tools necessary for creating and managing these tokens effectively.



How Do TRON Tokens Work?



TRON operates on blockchain technology, which is a digital ledger that records all transactions. It employs a system called Delegated Proof of Stake (DPoS) to ensure the network runs efficiently. In DPoS, a select group of individuals, known as Super Representatives, are chosen to validate transactions, enhancing TRON’s speed and efficiency.



Security Features of the TRON Network



Decentralization: The TRON network is not controlled by any single entity, reducing the risk of a system-wide attack on a central point.



Consensus Mechanism: The DPoS system ensures that only trusted Super Representatives validate transactions, making it difficult for malicious actors to disrupt the network.



Smart Contracts: TRON supports smart contracts, which are automated agreements written in code that execute exactly as programmed, minimizing the risk of errors or manipulation.



Advantages of TRON's Security Model



Transparency: All transactions on the TRON blockchain are publicly recorded, making it easier to detect and prevent fraud.



Immutability: Once a transaction is added to the TRON blockchain, it cannot be changed or deleted, ensuring the security and trustworthiness of the transaction history.



Resistance to Attacks: TRON is designed to withstand various cyberattacks, such as DDoS attacks that attempt to overwhelm the network and Sybil attacks where an individual tries to control multiple identities. The combination of decentralization and the DPoS system helps protect against these threats.



Conclusion:



Companies specializing in TRON token development play a crucial role in the ecosystem by providing expertise in creating secure and efficient tokens. They ensure that tokens adhere to best security practices from design through deployment and maintenance.



These elements collectively provide a secure environment for digital transactions and assets. Additionally, the continuous innovation and expertise from **[cryptocurrency token development services](https://www.clarisco.com/token-development-company)** contribute significantly to TRON’s growth and the ongoing enhancement of its security measures, ensuring the safety of users' digital assets.
Lei de Conway
Tags: conway
Published: 2024-06-11 10:16:56

---
title: Lei de Conway
published: true
description: Conhecendo a Lei de Conway
tags: conway
# cover_image: https://direct_url_to_image.jpg
# Use a ratio of 100:42 for best results.
# published_at: 2024-06-11 10:10 +0000
---


A Lei de Conway, formulada por Melvin Conway em 1967, é uma observação empírica que sugere que "qualquer organização que projeta um sistema (definido de forma ampla) produzirá um design cuja estrutura é uma cópia da estrutura de comunicação da organização".

Essa lei tem implicações profundas no desenvolvimento de software e sistemas, destacando a relação intrínseca entre a estrutura organizacional e o resultado final do design de sistemas.

## Implicações da Lei de Conway

A Lei de Conway tem várias implicações práticas no desenvolvimento de software e na gestão de projetos:

* Organizações com equipes pequenas e bem definidas tendem a criar sistemas modulares. Cada módulo do sistema pode corresponder a uma equipe ou grupo dentro da organização.

* A eficiência da comunicação dentro de uma organização é crucial. Barreiras na comunicação podem levar a designs incoerentes e menos eficientes.

* Para obter um sistema bem estruturado, as organizações devem considerar como suas equipes são formadas e como se comunicam. Isso pode envolver a reestruturação das equipes para alinhar melhor com a arquitetura desejada do sistema.

## Exemplos Práticos

* Grandes empresas de tecnologia, como Google e Microsoft, organizam suas equipes de forma a refletir a arquitetura de seus produtos. Equipes dedicadas a componentes específicos trabalham juntas, facilitando a modularidade e a integração.

* Muitos projetos de código aberto têm equipes distribuídas globalmente. A comunicação é feita principalmente online, o que pode resultar em uma estrutura de sistema modular e flexível, mas também pode enfrentar desafios de integração.

## Superando os Desafios da Lei de Conway

Para mitigar os efeitos negativos da Lei de Conway, várias estratégias podem ser implementadas:

* Alinhar a estrutura organizacional com a arquitetura desejada do sistema pode melhorar a eficiência e a coesão do design.

* Investir em ferramentas e práticas que facilitem a comunicação eficaz entre equipes pode reduzir a fragmentação do design.

* Práticas de DevOps e integração contínua podem ajudar a manter a coesão do sistema, apesar das divisões organizacionais.

Note que esta é uma observação poderosa que destaca a influência da estrutura organizacional no design de sistemas. 

Ao compreender e aplicar essa lei, as organizações podem melhorar a eficiência e a coesão de seus sistemas, promovendo um ambiente de trabalho mais colaborativo e produtivo.

Em um mundo onde a complexidade dos sistemas continua a crescer, a Lei de Conway permanece um guia valioso para gestores e desenvolvedores.
Cash Assist. Loan App Customer Care Helpline Number _8653889187 // 896294O3O3 call me -ft
Tags: webdev, javascript, programming, react
Published: 2024-06-11 10:11:07

Cash Assist. Loan App Customer Care Helpline Number _8653889187 // 896294O3O3 call me -Cash Assist. Loan App Customer Care Helpline Number _8653889187 // 896294O3O3 call me -f
Cash Assist. Loan App Customer Care Helpline Number _8653889187 // 896294O3O3 call me -
Published: 2024-06-11 10:09:27

Cash Assist. Loan App Customer Care Helpline Number _8653889187 // 896294O3O3 call me -Cash Assist. Loan App Customer Care Helpline Number _8653889187 // 896294O3O3 call me -g
Klotski puzzle solver
Tags: discuss, klotski, puzzle, solver
Published: 2024-06-11 10:01:19

I want to build this klotski puzzle solver app using javaFx 
![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/63pl4778vem32fj1yxh6.jpg)
![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/8u54vmxmv56he1mbgv4y.png)
![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/zzlpjryv97xl164w7dpl.png)
any body help me to make it from strach.
Implementing Infinite Scrolling with Firestore and JavaScript
Tags: javascript, webdev, firebase, tutorial
Published: 2024-06-11 10:00:25

At [itselftools.com](https://itselftools.com), we've gained extensive experience from developing over 30 applications using technologies like Next.js and Firebase. One common feature that enhances user experience in web applications is infinite scrolling. This article dives into how you can implement this feature using Firestore and JavaScript.

## Understanding the Code
The provided code snippet enables an infinite scrolling feature on a webpage. It listens for a scroll event and fetch in new data when the user reaches the bottom of the page. Let's break down the code:

```javascript
// Infinite scrolling using limit and startAfter
window.onscroll = () => {
  if (window.innerHeight + window.scrollY >= document.body.offsetHeight) {
    fetchNextPage();
  }
};

function fetchNextPage() {
  const nextPage = db.collection('posts').orderBy('created_at').startAfter(lastVisible).limit(10);
  nextPage.get().then(snapshot => {
    snapshot.docs.forEach(doc => {
      console the data returned from the database and updates the `lastVisible` document, preparing for the next page fetch.
};
}
```

### Key Components Explained
- **Window Scroll Event**: Detects when the user scrolls to the bottom of the page.
- **Firestore Query**: Fetches the next set of documents from a Firestore collection based on the last visible document.

## Practical Applications
Infinite scrolling is particularly useful when dealing with large datasets that you don't want to load all at once, as it enhances performance and user experience by loading data on demand.

## Conclusion
Implementing infinite scrolling in your web applications can significantly enhance user interaction. To see this feature in action, visit some of our applications including [compress images online](https://online-image-compressor.com), [record audio easily](https://voice-recorder.io), and [find your current location](https://my-current-location.com).

Happy coding!
Released my first python package 🥳🙌🏻
Tags: python, fillplace, firstrelease
Published: 2024-06-11 09:58:28

I am thrilled to announce the release of my first **Python package, `fillplace`! 🪄🧑🏻‍💻**

`fillplace` is a **placeholder** package designed to help developers seamlessly insert meaningful placeholders into their code. Whether you are building complex applications or just starting with Python, fillplace makes it easy to keep your code organized and readable.

_🛞 Key Features: _

- 🔹 Test Data for Database Population
- 🔹 Content Placeholder for Prototypes
- 🔹 Supports a variety of placeholder types 
- 🔹 Enhances code readability and maintainability 
- 🔹 Lightweight and highly efficient

> I created fillplace to address the common challenge of managing placeholders in code, and I am excited to share it with the developer community. Your feedback and contributions are highly appreciated! 🤗

Link to package : {% embed https://pypi.org/project/fillplace/1.0.0/ %}


![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/1dzlf1iw3dtlmkp93r48.png)
In Excel, Generate a List of All Days of the Month Where a Specified Data Belongs
Tags: beginners, tutorial, productivity, database
Published: 2024-06-11 09:58:15


**Problem description & analysis**:

In the following Excel table, the value of cell A2 is the date.

```
    A
1	Fecha
2	01/03/24
```

We need to generate a list of dates of the month where that date belongs.

```
    A
1	WholeMonth
2	01/03/24
3	02/03/24
4	03/03/24
5	04/03/24
6	05/03/24
7	06/03/24
8	07/03/24
9	08/03/24
10	09/03/24
11	10/03/24
12	11/03/24
13	12/03/24
14	13/03/24
15	14/03/24
16	15/03/24
17	16/03/24
18	17/03/24
19	18/03/24
20	19/03/24
21	20/03/24
22	21/03/24
23	22/03/24
24	23/03/24
25	24/03/24
26	25/03/24
27	26/03/24
28	27/03/24
29	28/03/24
30	29/03/24
31	30/03/24
32	31/03/24
```
**Solution**:

Use **SPL XLL** to enter the following formula:
```
=spl("=d=E(?),periods(pdate@m(d),pdate@me(d)).(E(~))",A2)
```
As shown in the picture below:

![result table with code entered](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/r2du5weq2wuz2sguq9uq.png)
**Explanation**:

E()function converts an Excel date to a numeric value. periods() function generates a list according to the specified beginning time and ending time. pdate@m gets the first day of the month where a specified date belongs; @e function returns the last day of the month.

We can get the whole list even when there are multiple dates in column A:

```
    A
1	Fecha
2	01/03/24
3	03/03/24
4	05/03/24
5	10/03/24
6	31/03/24
7	02/05/24
8	28/05/24
```
Get all unique months and generate a list of all days of every month:

```
    A
1	WholeMonth
2	01/03/24
3	02/03/24
4	03/03/24
5	04/03/24
6	05/03/24
7	06/03/24
8	07/03/24
9	08/03/24
10	09/03/24
11	10/03/24
12	11/03/24
13	12/03/24
14	13/03/24
15	14/03/24
16	15/03/24
17	16/03/24
18	17/03/24
19	18/03/24
20	19/03/24
21	20/03/24
22	21/03/24
23	22/03/24
24	23/03/24
25	24/03/24
26	25/03/24
27	26/03/24
28	27/03/24
29	28/03/24
30	29/03/24
31	30/03/24
32	31/03/24
33	01/05/24
34	02/05/24
35	03/05/24
36	04/05/24
37	05/05/24
38	06/05/24
39	07/05/24
40	08/05/24
41	09/05/24
42	10/05/24
43	11/05/24
44	12/05/24
45	13/05/24
46	14/05/24
47	15/05/24
48	16/05/24
49	17/05/24
50	18/05/24
51	19/05/24
52	20/05/24
53	21/05/24
54	22/05/24
55	23/05/24
56	24/05/24
57	25/05/24
58	26/05/24
59	27/05/24
60	28/05/24
61	29/05/24
62	30/05/24
63	31/05/24
```
We still use **SPL XLL** to enter a formula:

=spl("=?.conj().(E(~)).group@u1(month@y(~)).(periods(pdate@m(~),pdate@me(~))).conj().(E(~))",A2:A8)
The conj() function concatenates members of a sequence. month@y gets the month with the corresponding year attached. group@1 gets the first member from each group; @u option means there isn’t a sorting after the grouping operation.
The Advantages of Using Conveyor Ovens for Pizzas
Tags: design
Published: 2024-06-11 09:55:36

Conveyor Ovens for Pizzas: The Best Way to Bake
You know that nothing beats a freshly-baked, piping hot pizza if you’re a pizza lover. But have you ever wondered how your favorite pizza joint manages to churn out so many pizzas such a time short? The answer lies in their trusty conveyor ovens. We’ll explore the advantages of using conveyor DOME OVEN for pizzas and exactly how they improve safety, efficiency, and quality in pizza making. So let's dive right into it as we discussed it further here. 

Advantages of Using Conveyor Ovens 
A conveyor oven is a development in pizza making that enables pizza restaurants to bake a quantity large of quickly and efficiently. Here are the advantages of utilizing conveyor ovens for pizzas: 

1. Consistent Temperature: Conveyor ovens consistent ensure throughout the baking process, resulting in evenly cooked pizzas every time. 

2. Rapid Baking: Conveyor ovens take significantly less time to bake a pizza than traditional ovens, which means a restaurant can serve more customers in a shorter amount of time. 

3. Higher Quality: With consistent temperature and faster times that are baking pizzas come out with higher quality ELECTRIC IMPINGEMENT OVEN and a better crust texture than traditional ovens. 

4. Cost-Effective: Since conveyor ovens are more energy-efficient than traditional ovens, they can save money on utility bills over time. 

5. Versatile: Conveyor ovens can be used to cook more than simply pizzas, providing versatility and convenience for restaurants. 

Innovation in Pizza Making
Conveyor ovens have revolutionized pizza making in the food industry. Their speed and efficiency make them an tool invaluable high-volume operations, such as fast-food chains and pizzerias. Their convenience and consistency also enable smaller, independent restaurants to compete with larger chains. 

How to Use Conveyor Ovens 
Using a conveyor oven for pizzas is relatively simple. First, preheat the oven to the desired temperature. Once the oven has reached the desired temperature, place the pizza on the conveyor belt. The pizza shall move through the oven, cooking from the top and bottom simultaneously. As the pizza emerges from the other end, it is perfectly ready and baked to serve. 

Safety Benefits
Conveyor ovens also have safety benefits over traditional ovens. Since the pizza moves through the range on a conveyor belt, there is less risk of burns or injuries from accidentally touching a surface hot. Also, since the pizza remains on the conveyor belt during the baking process, there is less risk of it falling onto the oven floor or getting stuck to the relative sides of the oven. 

Service and Quality
Using a conveyor oven for pizzas enables restaurants to quickly serve their customers and efficiently. This means faster service, shorter wait times, and more customers that are satisfied. Since conveyor STONE CONVEYOR OVEN produce high-quality pizzas, customers are more likely to return, leading to increased customer loyalty and sales.
CodeHuntsPK: Leading the Way in AI, ML, and DL Innovation
Tags: webdev, javascript, beginners, programming
Published: 2024-06-11 09:54:23

Welcome to CodeHuntsPK.com, your ultimate destination for cutting-edge technology solutions. As a premier startup based in Islamabad, Pakistan, we specialize in Artificial Intelligence (AI), Machine Learning (ML), and Deep Learning (DL). Our mission is to transform businesses by leveraging the power of advanced technologies.

### About CodeHuntsPK

At CodeHuntsPK, we pride ourselves on delivering top-tier software development services. Founded by a team of expert coders and AI enthusiasts, we have completed numerous projects across various industries. Our dedication to excellence and innovation has established us as a trusted partner for companies looking to harness the potential of AI and ML.

### Our Services

#### AI Development
Our AI solutions are designed to enhance operational efficiency and drive business growth. From predictive analytics to natural language processing, our AI development services are tailored to meet the unique needs of our clients.

#### Machine Learning
We offer comprehensive ML services, including model training, data analysis, and algorithm development. Our expertise in ML ensures that your business can make data-driven decisions with confidence.

#### Deep Learning
Our DL capabilities enable businesses to solve complex problems with high accuracy. We specialize in creating neural networks that power applications such as image recognition, voice assistants, and autonomous systems.

### Why Choose CodeHuntsPK?

#### Expert Team
Our team comprises seasoned professionals with extensive experience in AI, ML, and DL. We are passionate about coding and committed to delivering solutions that exceed expectations.

#### Customized Solutions
We understand that every business is unique. That's why we offer personalized services to address your specific challenges and goals.

#### Proven Track Record
With a portfolio of successful projects, we have demonstrated our ability to drive innovation and deliver results. Our clients trust us to provide reliable and scalable technology solutions.

### Our Projects

At CodeHuntsPK, we have completed a diverse range of projects, including:

- **AI-Powered Chatbots**: Enhancing customer service for various industries.
- **Predictive Maintenance Systems**: Reducing downtime and optimizing operations.
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### Join Hands with CodeHuntsPK

Ready to transform your business with AI, ML, and DL? Partner with CodeHuntsPK and experience the future of technology today. Visit [CodeHuntsPK.com](https://codehuntspk.com) to learn more about our services and how we can help you achieve your business goals.