Artificial Intelligence and Machine Learning Quiz

What is the difference between Generative AI models and Discriminative AI models?

• Generative models create new data, while discriminative models classify existing data.

• Generative models are used for image generation, while discriminative models are used for image analysis.

• Generative models require labeled data, while discriminative models do not.

• Generative models are always unsupervised, while discriminative models are always supervised.

Which usecase was the transformer initially built for?

• Machine translation of textual documents between languages.

• Summarization of long text passages into concise summaries.

• Text generation and creative writing tasks.

• Speech recognition and conversion of spoken words into text.

What is an RNN?

• A type of neural network that processes information in chronological order, using its memory to learn from previous inputs.

• Used for scenario building

• A method for compressing large amounts of data into smaller representations.

• A machine learning algorithm used for sentiment analysis of text data.

Which research paper revolutionized the LLMs?

• Attention Is All You Need by Vaswani et al. (2017)

• BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding by Devlin et al. (2019)

• Generative Adversarial Networks by Goodfellow et al. (2014)

• Long Short-Term Memory Networks by Hochreiter & Schmidhuber (1997)

What is LSTM?

• A type of recurrent neural network (RNN) designed to handle long-term dependencies in sequence data.

• A convolutional neural network (CNN) for image classification, known for its spatial invariance.

• A machine learning algorithm for clustering similar data points based on unsupervised learning.

• A method for optimizing neural networks by adjusting weights based on errors in the output.

Which model is used in GPT

• Transformer

• ChatGPT

• RNN

• CNN