Machine learning

What is the main focus of machine learning?

• Creating algorithms for computers to learn from data

• Developing software for gaming

• Designing hardware components

• Building social media platforms

Which industry benefits from machine learning in medical diagnosis and personalized treatment?

• Construction

• Entertainment

• Healthcare

• Automotive

What type of machine learning uses labeled data for training?

• Supervised Learning

• Unsupervised Learning

• Reinforcement Learning

• Deep Learning

Which algorithm is used for predicting a continuous target variable based on a linear combination of features?

• Linear Regression

• Classification

• Neural Networks

• Clustering

What is the process of selecting the appropriate machine learning algorithm based on data characteristics?

• Data Cleaning

• Model Training

• Model Selection

• Feature Engineering

Which trend focuses on developing transparent and interpretable machine learning models?

• Explainable AI (XAI)

• Federated Learning

• Edge Computing

• Continual Learning

Where can one find resources related to data science and machine learning?

• Kaggle

• Analytics Vidhya

• OpenAI

• Towards Data Science

What is the aim of reinforcement learning?

• Predict a continuous target variable

• Learn the optimal strategy for interacting with the environment

• Classify data into discrete classes

• Group data into clusters

Which type of machine learning uses unlabeled data for training?

• Supervised Learning

• Reinforcement Learning

• Deep Learning

• Unsupervised Learning

What is the objective of unsupervised learning?

• Optimize production processes

• Learn through trial and error

• Predict outcomes based on labeled data

• Uncover hidden structures or patterns in data