30.6.2. Tools and Libraries

Try these first

1. 1.

   What is Python primarily used for in AI and ML?

   Hint

   Think about the characteristics of Python that make it unique.

2. 2.

   Name one advantage of using Scikit-learn.

   Hint

   Consider what Scikit-learn simplifies.

3. 3.

   Which programming language is most widely used in AI and ML?

   • Java
   • Python
   • C++

   Hint

   Remember the language popular for its ease of use.

4. 4.

   True or False: Keras runs only with TensorFlow.

   • True
   • False

   Hint

   Think about what Keras was developed for.

5. 5.

   Design a simple machine learning model using Scikit-learn to classify whether a material is suitable for construction based on given properties. Explain your approach.

   Hint

   Think about the importance of data preparation and algorithm choice.

6. 6.

   Using Keras, formulate an approach to develop an image classification model for identifying different types of construction materials in pictures. Discuss the layers you would include.

   Hint

   Focus on leveraging convolutional neural networks for image tasks.