ACP Machine Learning & AI Integration — Questions and Answers
Question 1: Which Python library is widely used for machine learning?
- Matplotlib
- Scikit-learn (Correct answer)
- Flask
- Pandas
Correct answer: Scikit-learn
Scikit-learn is a popular machine learning library in Python that provides tools for classification, regression, and clustering.
Question 2: What is the purpose of TensorFlow in AI development?
- Creating static data reports
- Building and training AI models (Correct answer)
- Managing databases
- Generating HTML pages
Correct answer: Building and training AI models
TensorFlow is an open-source framework for building and training machine learning and deep learning models efficiently.
Question 3: Which technique is commonly used to train AI models?
- Supervised learning (Correct answer)
- Random sampling
- Hard coding patterns
- Automated data sorting
Correct answer: Supervised learning
Supervised learning is a machine learning technique where models are trained using labeled datasets to make predictions.
Question 4: What is a neural network in AI?
- A set of static rules for automation
- A network of connected nodes for deep learning (Correct answer)
- A predefined list of conditions
- A manual programming approach
Correct answer: A network of connected nodes for deep learning
A neural network is a computational model inspired by the human brain that is used in deep learning for tasks like image recognition and natural language processing.
Question 5: Which machine learning algorithm is best for classification tasks?
- Linear regression
- Random Forest (Correct answer)
- K-Means Clustering
- Naïve Bayes
Correct answer: Random Forest
The Random Forest algorithm is commonly used for classification problems due to its ability to handle large datasets and prevent overfitting.
Question 6: What is an advantage of using AI in data analysis?
- Increases manual workload
- Automates data analysis and pattern recognition (Correct answer)
- Reduces accuracy in predictions
- Requires no computational resources
Correct answer: Automates data analysis and pattern recognition
AI enables automation of complex data analysis, allowing for faster insights and pattern recognition across large datasets.
ACP Machine Learning & AI Integration
Which Python library is widely used for machine learning?