1. Introduction

What?

‘Category’ and ‘Boost’. Here is ‘CatBoost’. CatBoost is an algorithm for increasing gradients in decision trees. CatBoost, which came into existence thanks to Yandex engineers; recommendation systems are used in a wide range of areas such as personal assistants, driverless cars, weather prediction. And the good news: It is open source and available to everyone.

What does it do?

Catboost builds symmetrical trees. In this way, it catches a high estimate rate without setting up very deep trees. Here, it is necessary to understand the above part, i.e. “gradient enhancement in decision trees”.

Decision trees are a simple diagram in which we show the statistical probability for an action. Each branch in the decision tree represents a possible decision, effect, or result. Final results can be observed in the bottom parts where these branches end. …

In Python, even if we have important information such as arrays, lists, sets that we need to know in terms of data types, we are not considered sufficient in terms of coding. Because coding skills need more functional competencies to rise up the ramp in a better way. And sometimes they really are in the details.

One of the methods that exist in Python strings is encode (). In addition, it can be said that the files also have an ‘encoding’ parameter. …

Intro

As we dive deeper into Python, we see many interesting features. One of them is decorators. As it is known, the ability to use many features exactly when we need them takes us forward. So let’s take a closer look at decorators in this article.

1. What are Decorators?

Python has a concept called decorator that allows you to take advantage of the extra functionality quickly. Decorators are structures in Python that allow the use of other functions included in a function separately. This makes it easier to add additional functionality to one or more functions.

When we want to use a simple function more functionally, we encounter two kinds of…

1. What is Polymorphism?

Polymorphism allows working with multiple data types in the same interface in computer science. Thanks to polymorphism, it is functional to work with different objects, to better explain their unique side in terms of features. This can be thanks to a function that applies to all subclasses mentioned. The picture below will be useful to understand a little more.

Angela Merkel has been recently on the agenda more than ever before in the world press. During the pandemic process, it may not be interesting that she was on the agenda much like many politicians were severely criticized. However, there are other reasons that make the German chancellor privileged. For example, as you can see in the news on the link, in many countries are described as “the strongest leader in the world.”

In addition, there are positive opinions such as that she manages the corona process well, ensures that all people benefit from social state opportunities and contributes to vaccine development activities. …

Introduction

Social media analysis with NLP is getting more and more attention nowadays. There is a significant increase in the number of articles on NLP in 2020. And many investors still rely on new generation models enough to spend serious money on these analyzes. NLP responds well to expectations with data sets taken from twitter APIs to meet this demand in the industry. (Creating a dataset with TwitterAPI will not be the subject of this article)

Undoubtedly, machine learning engineering is among the changing lines of business today. While it is being introduced as the profession of the future, on the other hand, it is expressed that systems that facilitate machine learning will not make them as necessary in the long run.

So what is the truth?

Even as job descriptions change, building teams willing to learn is still important for today’s companies. The more active learning technology companies can support this operational power, the easier it will be for it to survive in the future.

Whether you call it ML Engineering or Data Scientist for Machine Learning, programming knowledge is still not the only criterion for job postings. The need for qualified staff who can classify them as measurement, prediction, presentation, analysis and solution and contribute to the rapid implementation of new generation technologies has not yet been filled. …

It is useful in many areas for Python users. It maintains its prestige by reaching a wider audience thanks to its understandable and easy-to-read code structure. In this way, Python training has become an important focus today. And certainly there is a lot more to understand it easier now.

Now, coming to the topic of this article, quick tutorials can bring a level. And especially as far as functions are concerned, we know that perhaps most people can have a basic knowledge fast without getting too tired. However, from this point on, the details start to get boring. You will always need practical projects to learn in depth. …