Traditional AI
An assumption in linear regression regarding the relationship between independent and dependent variables?
What is a linear relationship?
A single processing unit in a neural network
What is a Neuron?
This term refers to the middle value of a data set, separating the data into two halves?
What is the Median?
This function in pandas is used to handle missing data by filling a null value with a specified method
What is fillna()?
The first woman to win a Nobel Prize?
Who was Marie Curie?
This evaluation metric is used to measure a classification model's performance by balancing precision and recall?
What is F1 Score?
This activation function is used to prevent the problem of vanishing gradients
What is ReLU (Rectified Linear Unit)?
This term refers to the square root of the variance in a dataset?
What is Standard Deviation?
This line of code is used to retrieve the value of the 3rd row and column 'name' in a df called 'data'
What is data.iloc[2, 4]
The largest desert in the world
What is The Antarctic Desert?
The primary mechanism used by Random Forests to reduce overfitting compared to a single decision tree
What is Bootstrapping (Bagging)?
This Optimization algorithm is widely used in training deep learning models due to its efficiency in handling large datasets
What is Adam Optimizer?
This term refers to a statistical graph representing the distribution of a dataset
What is a Histogram?
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This function is used to move a tensor from the CPU to the GPU in PyTorch
What is .to() or .cuda()
This is the longest-running TV show in history
What is The Simpsons?
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This metric is used to evaluate feature importance in Random Forests by measuring the average decrease in impurity across all trees?
What is Gini Importance?
This neural network architecture is designed specifically for sequential data and uses mechanisms like gates to control the flow of information
What is Long Short-Term Memory (LSTM) network?
This probability distribution is often used to model the number of events occurring within a fixed interval of time or space?
What is Poisson Distribution?
This function in PyTorch is used to compute the loss for a classification problem using cross-entropy
What is torch.nn.CrossEntropyLoss()?
This famous physicist developed the theory of quantum mechanics
Who was Max Planck?
See Image 1.5
What is ElasticNet Regularization?
This is the size of the output of a CovNet layer given an input image of size 28x28x1 and a filter of size 3x3 with stride of 1.
What is 26x26x1
See Image 3.5
What is Likelihood Function for Normal Distribution?
This method is used to load data in parallel using multi-threading in Pytorch
What is DataLoader?
This is the only country with all 5 vowels in its name
What is Mozambique?