Flashcards : Introduction to AI and Machine Learning — 18 cartes

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1Question

Artificial Intelligence — definition?

Réponse

Simulation of human intelligence processes by machines.

2Question

History of AI — start?

Réponse

Mid-20th century with initial optimism and setbacks.

3Question

Narrow AI — role?

Réponse

Designed for specific tasks like voice recognition.

4Question

General AI — hypothetical?

Réponse

Yes, capable of human-like understanding across tasks.

5Question

Turing Test — purpose?

Réponse

Evaluate if a machine's behavior is indistinguishable from human.

6Question

Machine Learning — definition?

Réponse

Systems learning from data to improve performance.

7Question

AI vs ML — difference?

Réponse

AI is broader; ML uses data-driven algorithms within AI.

8Question

Supervised Learning — data type?

Réponse

Labeled data with known outputs.

9Question

Unsupervised Learning — data?

Réponse

Unlabeled data to find patterns.

10Question

Deep Learning — key feature?

Réponse

Uses multi-layer neural networks for complex patterns.

11Question

Neural Network — basic unit?

Réponse

Neuron that processes inputs and passes outputs.

12Question

Natural Language Processing — goal?

Réponse

Enable computers to understand and generate human language.

13Question

Computer Vision — task?

Réponse

Interpret and analyze visual information from images or videos.

14Question

AI applications — sectors?

Réponse

Healthcare, finance, autonomous vehicles, and more.

15Question

Reinforcement Learning — mechanism?

Réponse

Learns via rewards and penalties through trial and error.

16Question

Overfitting — problem?

Réponse

Model learns noise, performs poorly on new data.

17Question

Clustering — purpose?

Réponse

Group data based on similarity without labels.

18Question

Activation Function — role?

Réponse

Introduce non-linearity into neural networks.

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1. In what year did Alan Turing propose the Turing Test as a measure of AI's human-like ability?

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