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By:
Noah Green
- decks
- flashcards
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Decks in this class (67)
Data Science Terminology - assorted topics
Machine learning operations mlops,
Machine learning model,
Data science
60
cards
Data Science Risk Management
Data quality,
Model validity,
Overfitting
10
cards
Machine Learning Lifecycle
Problem definition,
Data collection,
Data preprocessing
10
cards
Machine Learning Operations
Data privacy and security,
Model performance,
Data drift
8
cards
Scientific Methods in Data Science
Problem identification,
Data collection,
Data cleaning preprocessing
8
cards
Data Science Algorithms
Linear regression,
Logistic regression,
Decision trees
20
cards
Support Vector Machine SVM
Definition of svm,
Concept of hyperplane,
Support vectors
8
cards
Long Short-Term Memory (LSTM)
Long short term memory lstm,
1 introduction,
2 memory cells
9
cards
Time-Series MLM
Time series analysis,
1 autoregressive integrated movin...,
2 seasonal autoregressive integra...
10
cards
State Space MLM
State space models ssm,
1 introduction,
2 state variables
16
cards
Gaussian Processes MLM
Gaussian processes gp,
1 introduction,
2 prior over functions
10
cards
ARIMA MLM
Autoregressive integrated moving ...,
1 introduction,
2 autoregressive component ar
10
cards
SARIMA MLM
Seasonal autoregressive integrate...,
1 introduction,
2 autoregressive component ar
10
cards
Vector AutoRegression MLM
Vector autoregression var,
1 introduction,
2 components of var
10
cards
Holt-Winters MLM
Holt winters aka exponential smoo...,
1 introduction,
2 components of holt winters
10
cards
XGBoost MLM
Xgboost short for extreme gradien...,
1 introduction,
2 gradient boosting
11
cards
Gradient Boosting MLM
Gradient boosting,
1 introduction,
2 iterative approach
10
cards
GRU MLM
Gated recurrent unit gru,
1 introduction,
2 structure
9
cards
RNN MLM
Recurrent neural networks rnns,
1 introduction,
2 structure
9
cards
Meta Prophet MLM
Meta s prophet,
1 introduction,
2 additive regression model
10
cards
ETS MLM
Exponential smoothing ets,
1 introduction,
2 simple exponential smoothing
9
cards
PCA MLM
Principal component analysis pca,
1 introduction,
2 dimensionality reduction
9
cards
Q-Learning Network MLM
Q learning,
1 introduction,
2 action value function
9
cards
Deep Q Network MLM
Deep q networks dqn,
1 introduction,
2 neural networks
9
cards
Decision Tree MLM
Decision trees,
1 introduction,
2 tree structure
9
cards
Association MLM
Unnamed 0,
Association rule learning,
1 introduction
10
cards
Hinge Loss
Hinge loss,
1 introduction,
2 mathematical formulation
8
cards
Loss Functions
Loss functions,
1 mean squared error mse,
2 mean absolute error mae
10
cards
Quantile loss
Quantile loss also known as the p...,
1 definition,
2 mathematical formulation
8
cards
Mean Absolute Error (MAE)
Mean absolute error mae,
1 definition,
2 mathematical formulation
8
cards
Mean Squared Error (MSE)
Mean squared error mse,
1 definition,
2 mathematical formulation
8
cards
Focal Loss
Focal loss,
1 class imbalance,
2 concept
7
cards
Kullback-Leibler (KL) Divergence
Unnamed 0,
Kullback leibler kl divergence al...,
1 definition
9
cards
SVM Kernel
Kernels,
1 definition,
2 the kernel trick
9
cards
Radial Basis Function (RBF) Kernel
Radial basis function rbf kernel,
1 definition,
2 mathematical formulation
8
cards
Linear Kernel
Linear kernel,
1 definition,
2 mathematical formulation
8
cards
Polynomial Kernel
Polynomial kernel,
1 definition,
2 mathematical formulation
8
cards
Sigmoid Kernel
Sigmoid kernel,
1 definition,
2 mathematical formulation
8
cards
Regularization path algorithms
Regularization path algorithms,
1 definition,
2 process
9
cards
Bayesian Optimization
Unnamed 0,
Bayesian optimization,
1 definition
11
cards
Random Search
Random search,
1 definition,
2 process
10
cards
Grid Search
Grid search,
1 definition,
2 parameter grid
10
cards
Tuning hyperparameters
Tuning hyperparameters,
1 grid search,
2 random search
7
cards
Elastic Net
Elastic net,
1 definition,
2 mathematical formulation
7
cards
L2 Ridge
Unnamed 0,
L2 ridge regularization,
1 definition
9
cards
L1 Lasso
L1 regularization also known as l...,
1 definition,
2 mathematical formulation
8
cards
Parallelization
Parallelization,
1 definition,
2 data parallelism
9
cards
Cross-validation
Cross validation,
1 definition,
2 process
9
cards
Regularization
Regularization,
1 definition,
A l1 regularization lasso
9
cards
Backpropagation
Backpropagation,
1 definition,
2 forward propagation
9
cards
Variational Autoencoders (VAEs)
Variational autoencoders vaes,
1 definition,
2 architecture
9
cards
Autoencoder
Autoencoders,
1 introduction,
2 structure
11
cards
Non-negative Matrix Factorization (NMF)
Non negative matrix factorization...,
1 definition,
2 procedure
10
cards
t-Distributed Stochastic Neighbors Embedding (t-SNE)
T distributed stochastic neighbor...,
1 definition,
2 principle
11
cards
Linear Discriminant Analysis (LDA)
Linear discriminant analysis lda,
1 definition,
2 goal
10
cards
Independent Component Analysis (ICA)
Independent component analysis ica,
1 definition,
2 principle
10
cards
Feature extraction
Feature extraction,
1 definition,
2 goal
11
cards
Feature engineering
Feature engineering,
1 definition,
2 importance
11
cards
model interpretability libraries
Unnamed 0,
Model interpretability,
1 shap shapley additive explanations
25
cards
Joblib - Dask
Joblib dask,
1 parallel processing,
2 efficient serialization
16
cards
ELI5
Eli5 explain like i m 5,
1 model agnostic interpretability,
2 feature importances
16
cards
Prompt Engineering
Unnamed 0,
1 understanding the task,
2 initial prompt design
11
cards
SHAP
Unnamed 0,
Shap shapley additive explanations,
1 shapley values concept
17
cards
Mercer's Theorem
Mercer s theorem,
1 definition,
2 conceptual description
7
cards
scikit-learn
Scikit learn,
1 consistent api,
2 supervised and unsupervised lea...
16
cards
multi-class classification
Unnamed 0,
1 definition of multi class class...,
2 examples
11
cards
sigmoid function
Unnamed 0,
Sigmoid function,
2 value range
8
cards
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Data Science - from ChatGPT
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