How do you use AI in your work?

I use AI to automate routine tasks and improve development efficiency. For example, I apply machine learning models to analyze logs and detect anomalies in application performance.

I also use AI tools for code generation and autocomplete in Python, which speeds up scripting and testing. In projects, I have used libraries such as TensorFlow and scikit-learn to create simple prediction models.

An example of using AI for text classification:

from sklearn.feature_extraction.text import CountVectorizer
from sklearn.naive_bayes import MultinomialNB

texts = ["server error", "successful request", "database error"]
labels = [1, 0, 1]  # 1 - error, 0 - success

vectorizer = CountVectorizer()
X = vectorizer.fit_transform(texts)

model = MultinomialNB()
model.fit(X, labels)

new_text = ["server is not responding"]
X_new = vectorizer.transform(new_text)
prediction = model.predict(X_new)
print(f"Class: {prediction[0]}")