AI Glossary File Index

→ forward
a b_testing|a b testing
accuracy|accuracy
action|action
active learning|active learning
adagrad|adagrad
agent|agent
agglomerative_clustering|agglomerative clustering
ai glossary|glossary
area_under_the_pr_curve|area under the pr curve
area_under_the_roc_curve|area under the roc curve
artificial intelligence/introduction to ai/week 3 introduction/definitions/activation function|activation function
artificial intelligence/introduction to ai/week 3 introduction/definitions/pandas|pandas
artificial intelligence/introduction to ai/week 3 introduction/definitions/q learning|q learning
artificial_general_intelligence|artificial general intelligence
artificial_intelligence|artificial intelligence
ar|ar
attribute|attribute
auc_(area_under_the_roc_curve)|auc (area under the roc curve)
augmented_reality|augmented reality
automation_bias|automation bias
average_precision|average precision
backpropagation|backpropagation
bag_of_words|bag of words
baseline|baseline
batch_normalization|batch normalization
batch_size|batch size
batch|batch
bayesian_neural_network|bayesian neural network
bellman_equation|bellman equation
bias_(ethics fairness)|bias (ethics fairness)
bias_(math)|bias (math)
binary_classification|binary classification
boosting|boosting
bounding_box|bounding box
broadcasting|broadcasting
bucketing|bucketing
calibration_layer|calibration layer
candidate_generation|candidate generation
candidate_sampling|candidate sampling
categorical_data|categorical data
centroid based_clustering|centroid based clustering
centroid|centroid
checkpoint|checkpoint
class imbalanced_dataset|class imbalanced dataset
classification_model|classification model
classification_threshold|classification threshold
class|class
clipping|clipping
cloud_tpu|cloud tpu
clustering|clustering
co adaptation|co adaptation
collaborative_filtering|collaborative filtering
confirmation_bias|confirmation bias
confusion_matrix|confusion matrix
continuous_feature|continuous feature
convenience_sampling|convenience sampling
convergence|convergence
convex_function|convex function
convex_optimization|convex optimization
convex_set|convex set
convolutional_filter|convolutional filter
convolutional_layer|convolutional layer
convolutional_neural_network|convolutional neural network
convolutional_operation|convolutional operation
convolution|convolution
cost|cost
counterfactual_fairness|counterfactual fairness
coverage_bias|coverage bias
crash_blossom|crash blossom
critic|critic
cross entropy|cross entropy
cross validation|cross validation
custom_estimator|custom estimator
data_analysis|data analysis
data_augmentation|data augmentation
data_set_or_dataset|data set or dataset
dataframe|dataframe
dataset_api_(tf data)|dataset api (tf data)
decision_boundary|decision boundary
decision_threshold|decision threshold
decision_tree|decision tree
deep_model|deep model
deep_neural_network|deep neural network
deep_q network_(dqn)|deep q network (dqn)
demographic_parity|demographic parity
dense_feature|dense feature
dense_layer|dense layer
depthwise_separable_convolutional_neural_network_(sepcnn)|depthwise separable convolutional neural network (sepcnn)
depth|depth
device|device
dimension_reduction|dimension reduction
dimensions|dimensions
discrete_feature|discrete feature
discriminative_model|discriminative model
discriminator|discriminator
disparate_impact|disparate impact
disparate_treatment|disparate treatment
divisive_clustering|divisive clustering
downsampling|downsampling
dqn|dqn
dynamic_model|dynamic model
eager_execution|eager execution
early_stopping|early stopping
economic indicators list
embedding_space|embedding space
embeddings|embeddings
empirical_risk_minimization_(erm)|empirical risk minimization (erm)
ensemble|ensemble
environment|environment
episode|episode
epoch|epoch
epsilon_greedy_policy|epsilon greedy policy
equality_of_opportunity|equality of opportunity
equalized_odds|equalized odds
estimator|estimator
example|example
experience_replay|experience replay
experimenter s_bias|experimenter s bias
exploding_gradient_problem|exploding gradient problem
fairness_constraint|fairness constraint
fairness_metric|fairness metric
false_negative_(fn)|false negative (fn)
false_positive_(fp)|false positive (fp)
false_positive_rate_(fpr)|false positive rate (fpr)
feature_column_(tf feature_column)|feature column (tf feature column)
feature_cross|feature cross
feature_engineering|feature engineering
feature_extraction|feature extraction
feature_set|feature set
feature_spec|feature spec
feature_vector|feature vector
feature|feature
federated_learning|federated learning
feedback_loop|feedback loop
feedforward_neural_network_(ffn)|feedforward neural network (ffn)
feminist chatbot main page
few shot_learning|few shot learning
fine_tuning|fine tuning
forget_gate|forget gate
full_softmax|full softmax
fully_connected_layer|fully connected layer
gan|gan
generalization_curve|generalization curve
generalization|generalization
generalized_linear_model|generalized linear model
generative_adversarial_network_(gan)|generative adversarial network (gan)
generative_model|generative model
generator|generator
golem project page
gradient_clipping|gradient clipping
gradient_descent|gradient descent
gradient|gradient
graph_execution|graph execution
graph|graph
greedy_policy|greedy policy
ground_truth|ground truth
group_attribution_bias|group attribution bias
hashing|hashing
heuristic|heuristic
hidden_layer|hidden layer
hierarchical_clustering|hierarchical clustering
hinge_loss|hinge loss
holdout_data|holdout data
hyperparameter|hyperparameter
hyperplane|hyperplane
i i d |i i d
image_recognition|image recognition
imbalanced_dataset|imbalanced dataset
implicit_bias|implicit bias
in group_bias|in group bias
incompatibility_of_fairness_metrics|incompatibility of fairness metrics
independently_and_identically_distributed_(i i d)|independently and identically distributed (i i d)
individual_fairness|individual fairness
inference|inference
input_function|input function
input_layer|input layer
instance|instance
inter rater_agreement|inter rater agreement
interpretability|interpretability
intersection_over_union_(iou)|intersection over union (iou)
iou|iou
item_matrix|item matrix
items|items
iteration|iteration
k means|k means
k median|k median
keras|keras
kernel_support_vector_machines_(ksvms)|kernel support vector machines (ksvms)
keypoints|keypoints
l1_loss|l1 loss
l1_regularization|l1 regularization
l2_loss|l2 loss
l2_regularization|l2 regularization
labeled_example|labeled example
label|label
lambda|lambda
landmarks|landmarks
layers_api_(tf layers)|layers api (tf layers)
layer|layer
learning_rate|learning rate
least_squares_regression|least squares regression
linear_model|linear model
linear_regression|linear regression
log odds|log odds
log_loss|log loss
logistic_regression|logistic regression
logits|logits
long_short term_memory_(lstm)|long short term memory (lstm)
loss_curve|loss curve
loss_surface|loss surface
loss|loss
lstm|lstm
machine_learning|machine learning
main ai page
majority_class|majority class
markov_decision_process_ mdp)|markov decision process mdp)
markov_property|markov property
master contents page
master of philosophy main page
matplotlib|matplotlib
matrix_factorization|matrix factorization
mean_absolute_error_(mae)|mean absolute error (mae)
mean_squared_error_(mse)|mean squared error (mse)
metrics_api_(tf metrics)|metrics api (tf metrics)
metric|metric
mini batch_stochastic_gradient_descent_(sgd)|mini batch stochastic gradient descent (sgd)
mini batch|mini batch
minimax_loss|minimax loss
minority_class|minority class
ml|ml
mnist|mnist
model_capacity|model capacity
model_function|model function
model_training|model training
model|model
momentum|momentum
multi class_classification|multi class classification
multi class_logistic_regression|multi class logistic regression
multinomial_classification|multinomial classification
n gram|n gram
nan_trap|nan trap
natural language understanding|natural language understanding
negative_class|negative class
neural_network|neural network
neuron|neuron
nlu|nlu
node_(neural_network)|node (neural network)
node_(tensorflow_graph)|node (tensorflow graph)
noise|noise
non response_bias|non response bias
normalization|normalization
numerical_data|numerical data
numpy|numpy
objective_function|objective function
objective|objective
offline_inference|offline inference
one hot_encoding|one hot encoding
one shot_learning|one shot learning
one vs all|one vs all
online_inference|online inference
operation_(op)|operation (op)
optimizer|optimizer
out group_homogeneity_bias|out group homogeneity bias
outliers|outliers
output_layer|output layer
overfitting|overfitting
parameter_server_(ps)|parameter server (ps)
parameter_update|parameter update
parameter|parameter
partial_derivative|partial derivative
participation_bias|participation bias
partitioning_strategy|partitioning strategy
perceptron|perceptron
performance|performance
perplexity|perplexity
pipeline|pipeline
policy|policy
polysemous
pooling|pooling
positive_class|positive class
post processing|post processing
pr_auc_(area_under_the_pr_curve)|pr auc (area under the pr curve)
pre trained_model|pre trained model
precision recall_curve|precision recall curve
precision|precision
prediction_bias|prediction bias
prediction|prediction
predictive_parity|predictive parity
predictive_rate_parity|predictive rate parity
premade_estimator|premade estimator
preprocessing|preprocessing
prior_belief|prior belief
proxy_(sensitive_attributes)|proxy (sensitive attributes)
proxy_labels|proxy labels
q function|q function
quantile_bucketing|quantile bucketing
quantile|quantile
quantization|quantization
queue|queue
random_forest|random forest
random_policy|random policy
rank_(ordinality)|rank (ordinality)
rank_(tensor)|rank (tensor)
rater|rater
re ranking|re ranking
recall|recall
recommendation_system|recommendation system
rectified_linear_unit_(relu)|rectified linear unit (relu)
recurrent_neural_network|recurrent neural network
regression_model|regression model
regularization_rate|regularization rate
regularization|regularization
reinforcement_learning_(rl)|reinforcement learning (rl)
replay_buffer|replay buffer
reporting_bias|reporting bias
representation|representation
return|return
reward|reward
ridge_regularization|ridge regularization
rnn|rnn
roc_(receiver_operating_characteristic)_curve|roc (receiver operating characteristic) curve
root_directory|root directory
root_mean_squared_error_(rmse)|root mean squared error (rmse)
rotational_invariance|rotational invariance
sampling_bias|sampling bias
savedmodel|savedmodel
saver|saver
scalar|scalar
scaling|scaling
scikit learn|scikit learn
scoring|scoring
selection_bias|selection bias
semi supervised_learning|semi supervised learning
sensitive_attribute|sensitive attribute
sentiment_analysis|sentiment analysis
sequence_model|sequence model
serving|serving
session_(tf session)|session (tf session)
shape_(tensor)|shape (tensor)
sigmoid_function|sigmoid function
similarity_measure|similarity measure
size_invariance|size invariance
sketching|sketching
softmax|softmax
sparse_feature|sparse feature
sparse_representation|sparse representation
sparse_vector|sparse vector
sparsity|sparsity
spatial_pooling|spatial pooling
squared_hinge_loss|squared hinge loss
squared_loss|squared loss
state action_value_function|state action value function
state|state
static_model|static model
stationarity|stationarity
step_size|step size
step|step
stochastic_gradient_descent_(sgd)|stochastic gradient descent (sgd)
stride|stride
structural_risk_minimization_(srm)|structural risk minimization (srm)
subsampling|subsampling
summary|summary
synthetic_feature|synthetic feature
tabular_q learning|tabular q learning
target_network|target network
target|target
temporal_data|temporal data
tensor_processing_unit_(tpu)|tensor processing unit (tpu)
tensor_rank|tensor rank
tensor_shape|tensor shape
tensor_size|tensor size
tensorboard|tensorboard
tensorflow_playground|tensorflow playground
tensorflow_serving|tensorflow serving
tensorflow|tensorflow
tensor|tensor
termination_condition|termination condition
test_set|test set
tf example|tf example
tf keras|tf keras
time_series_analysis|time series analysis
timestep|timestep
tower|tower
tpu_chip|tpu chip
tpu_device|tpu device
tpu_master|tpu master
tpu_node|tpu node
tpu_pod|tpu pod
tpu_resource|tpu resource
tpu_slice|tpu slice
tpu_type|tpu type
tpu_worker|tpu worker
tpu|tpu
training_set|training set
training|training
trajectory|trajectory
transfer_learning|transfer learning
translational_invariance|translational invariance
trigram|trigram
true_negative_(tn)|true negative (tn)
true_positive_(tp)|true positive (tp)
true_positive_rate_(tpr)|true positive rate (tpr)
unawareness_(to_a_sensitive_attribute)|unawareness (to a sensitive attribute)
underfitting|underfitting
unlabeled_example|unlabeled example
unsupervised_machine_learning|unsupervised machine learning
upweighting|upweighting
user_matrix|user matrix
validation_set|validation set
validation|validation
vanishing_gradient_problem|vanishing gradient problem
wasserstein_loss|wasserstein loss
week 1 introduction
week 2 introduction
week 3 introduction
weighted_alternating_least_squares_(wals)|weighted alternating least squares (wals)
weight|weight
wide_model|wide model
width|width