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ECM 2423 Artificial Intelligence and Applications

This class was created by Brainscape user Aria Noroozi. Visit their profile to learn more about the creator.

By: Aria Noroozi
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Decks in this class (15)

Overview
What is artificial intelligence ai 1,
Define data information knowledge...,
What is weak narrow ai 3
9  cards
Data Exploration and Visualisation
What is the primary goal of data ...,
What are the two main categories ...,
Why is data visualization importa...
14  cards
Supervised Learning
Define machine learning 1,
What is the basic premise of lear...,
What are the key elements of the ...
10  cards
Unsupervised Learning
What is unsupervised learning 1,
What is clustering in unsupervise...,
What are some common applications...
20  cards
Architecture of FCNs
How does deep learning differ fro...,
What is the purpose of gradient d...,
Is k means clustering supervised ...
16  cards
Activation Functions in FCNs
What does backpropagation compute...,
What is the role of gradient desc...,
Why are activation functions nece...
18  cards
Loss and Learning Mechanisms
Why are activation functions nece...,
What is a linear activation funct...,
What are the benefits of non line...
25  cards
Regression and Text Classification tasks with FCNs
What is the key difference betwee...,
What does mse measure in regressi...,
What is the function of an output...
15  cards
ML/DL Evaluation
Why is it important to evaluate a...,
What are two common methods for s...,
What is the holdout strategy in m...
29  cards
Understanding CNNs
What is a cnn 1,
Key applications of cnns 2,
What is convolution 3
22  cards
Transfer Learning and Pre-trained CNNs
What is a pretrained model 1,
Why are pretrained models useful 2,
What is imagenet 3
22  cards
Techniques for handling class imbalance
What is class imbalance 1,
Why does class imbalance cause is...,
What is an example of extreme cla...
24  cards
Autoencoders and their applications
What is dimensionality reduction 1,
Why is dimensionality reduction i...,
What causes the curse of dimensio...
24  cards
From Object Detection to Instance Segmentation
What are the levels of computer v...,
What is the difference between se...,
What is the goal of r cnn 3
15  cards
Natural Language Processing
What is natural language processi...,
What are the two main areas of nlp 2,
What is the difference between nl...
28  cards

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ECM 2423 Artificial Intelligence and Applications

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