Ось переклад статті англійською:

---

What Are Alpha Points?

Alpha Points is a term that can have different meanings depending on the context. It is commonly used in the gaming industry, machine learning, or financial analysis. Let’s explore a few possible interpretations.

1. In Video Games

In many games, Alpha Points are used as a form of in-game currency or a unit of progress in an alpha version of the game. Players may earn these points for participating in testing, completing missions, or achieving certain goals.

Example: In an early-access MMO, players might receive Alpha Points for identifying bugs, which can later be exchanged for unique rewards after the official release.

2. In Machine Learning

In machine learning, the term Alpha Points can refer to important data points that influence a model’s decision-making. This is especially relevant in the context of Support Vector Machines (SVMs), where “alpha” refers to Lagrange multipliers.

Alpha Points in this case are those data points for which the alpha coefficients are greater than zero — these points help define the decision boundary between classes.

3. In Financial Analysis

In investment and finance, alpha refers to the excess return of a portfolio compared to the market. #ALPHA Points could be used informally to quantify this alpha — for example, as a rating system for analysts or investment strategies.

Conclusion

The term $ALPHA Points does not have a single, universal definition. Its meaning depends heavily on the context in which it is used. In general, it refers to some kind of key or valuable units: influence points, rewards, critical data, or analytical signals. To understand it precisely, one must consider the field of application.