teleren/devto huggingface dataset:
How can we create an Artificial Intelligence project with the use of Python
Published: 2023-03-16 04:54:03

Creating an Artificial Intelligence project with Python involves several steps, here’s a general overview of the process:
1.	Choose an AI problem to solve: Select a problem that requires AI technology, such as image classification, speech recognition, natural language processing, or predictive modeling.
2.	Collect and preprocess data: AI algorithms need large amounts of data to learn from, so you will need to collect, preprocess, and clean data relevant to your problem. This may include tasks such as data cleaning, normalization, and feature engineering.
3.	Choose and implement an AI algorithm: Once you have preprocessed the data, you will need to choose an appropriate AI algorithm for your problem. Popular algorithms include decision trees, random forests, neural networks, and support vector machines. You can use Python libraries such as TensorFlow, Keras, PyTorch, and Scikit-Learn to implement these algorithms. **[continue to click here](https://cutt.ly/l4eTDpQ****)**
What is Machine Learning? What are the advantages and disadvantages of machine learning?
Published: 2023-03-16 04:50:17

**Machine learning is a subfield of artificial intelligence **that involves developing algorithms and statistical models that enable computer systems to learn and improve from data, without being explicitly programmed.
There are three main types of machine learning:
1**.Supervised learning:** This type of machine learning involves training a model on labeled data, where the desired output is known. The algorithm learns to map inputs to outputs based on the training data.
2.**Unsupervised learning: **In unsupervised learning, the algorithm is trained on unlabeled data, without any predetermined outcome. The goal is to discover hidden patterns or structures in the data.[** click here to continue**](https://cutt.ly/D4wJarn)
Short Videos using images and clips
Published: 2023-03-16 04:47:46

Short videos using images and clips can be a great way to tell a story or convey a message in a visually engaging way. Here are some tips for creating effective videos using images and clips:

Plan your story: Before you start gathering images and clips, decide what story you want to tell. Think about your audience, your message, and the emotions you want to evoke. 
Gather your materials: Collect the images and video clips you’ll need to tell your story. You can use your own footage or find royalty-free images and clips online. **[continue to click here]( https://tinyurl.com/58jmphhu)**
Create an art with AI
Published: 2023-03-16 04:42:47

Creating art with AI is a rapidly growing field that combines the power of artificial intelligence and creativity. There are several ways to create art with AI, including using generative models, deep learning, and computer vision techniques. Here are some popular methods and tools that you can use to create art with AI:

Style transfer: Style transfer is a technique that uses deep neural networks to transform an image into the style of another image. This technique can be used to create artistic images that combine the content of one image with the style of another. One popular tool for style transfer is DeepArt.io.
Generative Adversarial Networks (GANs): GANs are a class of deep learning models that can generate new images or videos that resemble a given set of input images. GANs have been used to create realistic images of faces, animals, and even landscapes. One popular tool for using GANs is NVIDIA’s StyleGAN.
**[continue to click here](https://tinyurl.com/2e7fardc)**
What are the limits of Artificial Intelligence?
Published: 2023-03-16 04:40:35

Artificial Intelligence (AI) is a rapidly evolving field that has made significant progress in recent years. However, there are still some limits to what AI can achieve. Here are some of the main limitations of AI:
Lack of Common Sense: AI systems can only operate within the specific context and parameters for which they were designed. They don’t have a general understanding of the world, and they often lack common sense, which can lead to errors or unexpected results.
Data Dependence: AI models require a large amount of data to train and perform accurately. If there is insufficient or biased data, AI models may not perform well, or even worse, may produce discriminatory or harmful results.
[continue to click here](https://tinyurl.com/2tzktvfh)
In what areas ChatGPT can help?
Published: 2023-03-16 04:37:11

**As a language model, ChatGPT** can provide assistance in a wide range of areas, including:
General knowledge: ChatGPT can answer questions on a variety of topics, including history, science, geography, literature, and more.
Education: ChatGPT can assist with homework, provide explanations of concepts, and offer study tips.
Language learning: ChatGPT can help with grammar, vocabulary, and pronunciation in several languages. [continue to click here
](https://tinyurl.com/bdhb75ce)
Which one is easy to learn React Native or Flutter?
Published: 2023-03-16 04:34:28

React Native and Flutter are both popular frameworks for building mobile applications, but which one is easier to learn depends on various factors. It ultimately depends on your prior knowledge and experience with programming languages and frameworks.
React Native is built on top of the widely popular React library, so if you have experience with React, you might find it easier to learn React Native. React Native uses JavaScript as its primary language, which is a popular programming language and is relatively easy to learn. If you already have experience with JavaScript, you can easily start learning React Native. [click here to continue](https://tinyurl.com/3jxsx92t)
I'm a Fullstack Developer on 3 months probation
Tags: career
Published: 2023-03-16 04:30:56

I just got accepted as a Fullstack Developer about more than a week ago without any work experience. I'm on my second week of probation. For the first week, I worked on a bunch of APIs and this week, I worked on code documentation and CRUD frontends. Do you have any tips regarding my career?
Advantages of Artificial Intelligence
Published: 2023-03-16 04:29:50

**Artificial Intelligence (AI)** has many advantages across various industries and domains, including:
Increased Efficiency: AI technologies can automate repetitive tasks and processes, allowing organizations to achieve higher efficiency and productivity.
Improved Accuracy: AI algorithms can perform complex calculations and analyze vast amounts of data with a high degree of accuracy, reducing the risk of human error.
[continue to click here]( https://tinyurl.com/553drvtw)
How one can publish a book with Amazon KDP
Published: 2023-03-16 04:28:51

Amazon’s Kindle Direct Publishing (KDP) platform is a great option for authors who want to self-publish their book. Here are the basic steps to publish your book with Amazon KDP:

Write your book: Write and edit your book until it is complete and polished.
Format your book: Format your book in a way that is compatible with Amazon KDP. Amazon provides specific guidelines for formatting your book, which you can find on their website.
[click here to continue](https://tinyurl.com/46s29wdb)
How to use AWS Textract with PHP
Published: 2023-03-16 04:23:05

**AWS Textract is a cloud-based OCR** (Optical Character Recognition) service that can extract text and data from images and PDF files. To use AWS Textract with PHP, you can follow the steps below:

1. Set up an AWS account: If you don’t already have an AWS account, create one by visiting the AWS website.

2. Create an IAM user: To access AWS services using PHP, you need to create an IAM user with the required permissions. You can create a new IAM user with the “AmazonTextractFullAccess” policy or create a custom policy with the necessary permissions. **[continue to click here](https://tinyurl.com/3xn9jvde)**
How should SEO be done to perform Awesomely
Published: 2023-03-16 04:20:12

**SEO (Search Engine Optimization)** is the practice of optimizing websites and online content to improve their visibility and ranking on search engine results pages. To perform awesome SEO, you can follow these tips:
Conduct Keyword Research: The first step in SEO is to identify the keywords that your target audience is searching for. Use tools like Google Keyword Planner, Ahrefs, or SEMRush to find relevant keywords.
Optimize On-page Content: Ensure that your website’s content is optimized for the keywords you have identified. This includes using relevant headings, meta descriptions, title tags, and alt tags [continue to click here](https://tinyurl.com/3a7zee74
![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/oxotqjhem7a92ln1h7hd.jpg))
How AI effects Robotics
Published: 2023-03-16 04:13:53

**Artificial Intelligence (AI)** has a significant impact on Robotics, enabling robots to become more intelligent, adaptable, and autonomous. Here are some ways that AI is affecting robotics:
Enhanced perception: AI algorithms can help robots recognize and understand their environment through sensors, cameras, and other data inputs, enabling them to navigate and interact with the world more effectively.
Improved decision-making: AI enables robots to analyze and interpret data, learn from experience, and make decisions based on that data, without human intervention. [Click here to continue](https://tinyurl.com/2kmpefbpl)
Understanding Conv2d Layer with Tensorflow implementation?
Published: 2023-03-16 04:07:00

Conv2D is a type of convolutional layer commonly used in deep learning for image recognition tasks. It applies a set of filters to the input image to detect specific features and patterns.

Here's an example implementation of Conv2D layer using TensorFlow in Python:

```
import tensorflow as tf

# Define the input shape of the image
input_shape = (28, 28, 1)  # 28x28 grayscale image

# Define the number of filters and their size
filters = 32
kernel_size = (3, 3)

# Define the input tensor
inputs = tf.keras.Input(shape=input_shape)

# Define the Conv2D layer
x = tf.keras.layers.Conv2D(filters=filters, kernel_size=kernel_size, activation='relu')(inputs)

# Print the output shape
print(x.shape)
```

In this example, we define the input shape of our image as a 28x28 grayscale image. We then define the number of filters and their size for our Conv2D layer. We create an input tensor using tf.keras.Input() and pass in the input_shape.

Next, we define the Conv2D layer using tf.keras.layers.Conv2D() and pass in the filters, kernel_size, and activation function relu. We apply this layer to the inputs tensor using functional API of TensorFlow.

Finally, we print the shape of the output tensor. The output shape of Conv2D layer will be (batch_size, height, width, filters).

Note that this is just a basic example, and in real-world applications, there may be many other parameters and layers involved in the model.
O que são built-in objects e para o que servem ?
Published: 2023-03-16 03:39:40

Os objetos integrados, também conhecidos como "built-in objects", são elementos fundamentais da programação em muitas linguagens de programação, incluindo JavaScript, Python, Ruby e outras. Eles são objetos que são criados pelo próprio ambiente de programação e que são acessíveis em todos os programas que utilizam essa linguagem.

Existem diversos tipos de objetos integrados, cada um com suas próprias funções e métodos. A seguir, vamos apresentar uma lista dos tipos mais comuns de objetos integrados e suas funções:

String: o objeto "String" é usado para trabalhar com texto. Ele tem uma variedade de métodos integrados que podem ser usados para manipular strings, como "toUpperCase()" para converter todos os caracteres em maiúsculas, "toLowerCase()" para converter todos os caracteres em minúsculas, "charAt()" para obter o caractere em uma posição específica, "indexOf()" para encontrar a posição da primeira ocorrência de um determinado caractere ou string, entre outros.

Number: o objeto "Number" é usado para trabalhar com números. Ele tem métodos integrados para fazer cálculos matemáticos simples, como "toFixed()" para arredondar um número para um número específico de casas decimais, "toPrecision()" para definir o número de dígitos significativos em um número, "parseInt()" para converter uma string em um número inteiro, "parseFloat()" para converter uma string em um número decimal, entre outros.

Array: o objeto "Array" é usado para trabalhar com listas de valores. Ele tem métodos integrados para adicionar, remover e reorganizar elementos em uma lista, como "push()" para adicionar um elemento ao final da lista, "pop()" para remover o último elemento da lista, "shift()" para remover o primeiro elemento da lista, "unshift()" para adicionar um elemento no início da lista, "slice()" para criar uma cópia de parte da lista, entre outros.

Date: o objeto "Date" é usado para trabalhar com datas e horas. Ele tem métodos integrados para obter e definir valores de data e hora, como "getDate()" para obter o dia do mês, "getMonth()" para obter o mês (começando de 0), "getFullYear()" para obter o ano, "getHours()" para obter as horas, "getMinutes()" para obter os minutos, "getSeconds()" para obter os segundos, entre outros.

Object: o objeto "Object" é a base de todos os objetos em JavaScript. Ele tem métodos integrados para criar novos objetos, como "Object.create()" e "Object.assign()". Além disso, ele também tem métodos para acessar e manipular as propriedades de um objeto, como "Object.keys()" para obter uma lista de todas as chaves de propriedades de um objeto, "Object.values()" para obter uma lista de todos os valores de propriedades de um objeto, entre outros.

Math: o objeto "Math" é usado para fazer cálculos matemáticos mais avançados. Ele tem métodos integrados para calcular valores trigonométricos, exponenciais, logarítmicos, arredondamentos, entre outros. Alguns exemplos de métodos são: "Math.abs()" para obter o valor absoluto de um número, "Math.round()" para arredondar um número para o inteiro mais próximo entre outros.
.gitignore & .terraformignore for terraform files
Published: 2023-03-16 03:38:51

**.gitignore**

```
# Local .terraform directories
**/.terraform/*

# .tfstate files
*.tfstate
*.tfstate.*

# Crash log files
crash.log
crash.*.log

# Exclude all .tfvars files, which are likely to contain sensitive data, such as
# password, private keys, and other secrets. These should not be part of version 
# control as they are data points which are potentially sensitive and subject 
# to change depending on the environment.
*.tfvars
*.tfvars.json

# Ignore override files as they are usually used to override resources locally and so
# are not checked in
override.tf
override.tf.json
*_override.tf
*_override.tf.json

# Include override files you do wish to add to version control using negated pattern
# !example_override.tf

# Include tfplan files to ignore the plan output of command: terraform plan -out=tfplan
# example: *tfplan*

# Ignore CLI configuration files
.terraformrc
terraform.rc

**/.terraform.lock.hcl

**/.DS_Store
```

**.terraformignore**

```
# controls what directories get uploaded to TFC for remote runs
#
# deny by default
*
# explicitly list included directories
!terraform/
terraform/.terraform/providers/**
```
Understanding APIs: What They Are and How They Work
Tags: api, beginners, tutorial, codenewbie
Published: 2023-03-16 03:30:00


## Understanding APIs: What They Are and How They Work

Application Programming Interfaces, or APIs, have become an essential component of modern software development. APIs enable different software applications to communicate with each other, allowing developers to build complex systems and services that are more efficient and effective. In this article, we will explore the basics of APIs, how they work, and the different types of APIs. Whether you’re a seasoned developer or just getting started, understanding APIs is essential for building successful software applications.


![Created By [Author](https://medium.com/@rutikkpatel) ([Rutik Patel](https://medium.com/@rutikkpatel))](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/m32lx80i83nu8yk3h7u5.png)



&nbsp;
## Points to be discussed

* What is an API?

* How does it work?

* Types of API

* Public API

* Partner API

* Private or Internal API

&nbsp;
## What is an API?

API stands for ‘Application Programming Interface’.

An API is a set of programming codes that allows data transmission between one software product or service to another. Essentially, an API defines how software components should interact with each other.


&nbsp;
## How does it work?

APIs work by providing a set of rules and protocols that allow different software components to communicate with each other. These rules and protocols can vary depending on the type of API being used, but they typically include things like data structures, message formats, and authentication mechanisms.


![Created By [Author](https://medium.com/@rutikkpatel) ([Rutik Patel](https://medium.com/@rutikkpatel))](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/l8ciz7r8busnziuc0222.png)


&nbsp;
## Types of API

 1. Public

 2. Partner

 3. Private or Internal


&nbsp;
### 1. Public API

Available to any third-party developers.

These kinds of APIs are openly available to all developers or users with very few restrictions. They might require registration for authentication using either an API key or OAuth, or maybe be totally open without any sort of registration.


&nbsp;
### 2. Partner API

Partner APIs are APIs exposed by or to strategic business partners.

They are not available publicly for everyone; instead, it takes a specific entitlement to access them.


&nbsp;
### 3. Private or Internal API

Private APIs are not typically opened for external users and are used only within a company or organization internally.

Internal APIs are usually used by various internal development teams to increase productivity and services, rather than being accessed by customers outside of the firm.


&nbsp;
## Conclusion

In conclusion, APIs are a vital component of modern software development, enabling developers to build complex applications that can communicate with each other seamlessly. Whether you’re building a public API, a partner API, or a private API, understanding the basics of API design and development is essential for building effective software applications.
Count Open Space - Mission Control
Tags: applescript
Published: 2023-03-16 03:06:34

**Here's the main goal:**
I'm writing an application that opens 13 spaces before it opens my programs and apps in specific spaces. 

Sometimes I'll already have 2 or 3 spaces open before I run the app so I'd like it to count the total open spaces and only open a total of 13

**The Problem**
The problem isn't how to have the code repeat 13 or less times. The problem is that when I count the number of spaces that are open it's returning 1 even if 6 spaces are open. I believe the reason for this is that when a shortcut is used to activate mission control like "Control Up" only the titles of the spaces appear. It's not until the mouse is moved over the top mission control bar that the spaces are visible. 

**The Questions**
How do I either count the titles of the spaces ie Display 1, Display 2, etc, or how do I make the spaces visible before they are counted?

```
set totalSpaces to 13

tell application "System Events"
	do shell script quoted form of "/System/Applications/Mission Control.app/Contents/MacOS/Mission Control"
	set spacesCount to count of group 1 of group "Mission Control" of process "Dock"
	do shell script quoted form of "/System/Applications/Mission Control.app/Contents/MacOS/Mission Control"
	delay 0.5
	key up control
end tell

set repeatSpaces to totalSpaces - spacesCount

if repeatSpaces > 0 then
	display dialog "Number of spaces to repeat: " & repeatSpaces
else
	display dialog "No spaces need to be repeated."
end if

```
NodeJS `Buffer` is cool
Published: 2023-03-16 03:03:17

```ts
function displayBufferContents(buf) {
	const byteString = Array.from(new Uint8Array(buf.buffer), (byte) =>
		String.fromCharCode(byte),
	).join('')

	return byteString.replaceAll(/\u0000+/g, (m) => `{...${m.length}}`)
}

const secretKeyBuffer = Buffer.from('SECRET KEY PLEASE DO NOT STEAL')

displayBufferContents(Buffer.from('arbitrary text'))
// /{...7}/{...7}SECRET KEY PLEASE DO NOT STEAL{...2}arbitrary text{...8130}
```

cool

---

[Credit to &#64;paulmillr on GitHub](https://github.com/nodejs/node/issues/41467#issuecomment-1009597619):

> For the record, there are 800+ public code cases on GH that use Buffer.from(privateKey). Imagine how private repositories look like and what other secrets are stored there (symmetric keys, etc)
> 
> https://github.com/search?q=Buffer.from%28privateKey&type=code
Patrick
Published: 2023-03-16 02:43:38

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