List of examples
List of examples
| Description | Type | Chap | Link |
|---|---|---|---|
| Quantitative data | βοΈ | 1 | Example exm-data-quantitative |
| Floating-point numbers | π» | 1 | Example exm-data-float |
| Infinity and NaN | π» | 1 | Example exm-data-inf-nan |
| Dates and times in NumPy | π» | 1 | Example exm-data-datetime |
| Vectors in Python | π» | 1 | Example exm-data-vector |
| Accessing vector elements | π» | 1 | Example exm-data-access |
| Slicing vectors | π» | 1 | Example exm-data-slice |
| Arrays in Python | π» | 1 | Example exm-data-array |
| Indexing arrays | π» | 1 | Example exm-data-array-index |
| Array reductions | π» | 1 | Example exm-data-array-reduce |
| Ordinal data | βοΈ | 1 | Example exm-data-categorical |
| Dummy variables | βοΈ | 1 | Example exm-data-dummy |
| Series | βοΈ | 1 | Example exm-data-series |
| Series in pandas | π» | 1 | Example exm-data-series-create |
| Operations on series | π» | 1 | Example exm-data-series-operate |
| Series and frames in pandas | π» | 1 | Example exm-data-frames-create |
| Operations on data frames | π» | 1 | Example exm-data-frames-operate |
| Importing CSV data | π» | 1 | Example exm-data-read |
| iloc for rows in a frame | π» | 1 | Example exm-data-row-iloc |
| loc for rows in a frame | π» | 1 | Example exm-data-row-loc |
| Selecting rows in a frame | π» | 1 | Example exm-data-row-select |
| Concatenating data in pandas | π» | 1 | Example exm-data-concat |
| Merging data in pandas | π» | 1 | Example exm-data-merge |
| Merging data | π» | 1 | Example exm-data-merge-weather |
| Handling missing values in pandas | π» | 1 | Example exm-data-missing |
| Cleaning a data frame | π» | 1 | Example exm-data-loans |
| Encoding qualitative data | π» | 1 | Example exm-data-encoding |
| Dummy variables in pandas | π» | 1 | Example exm-data-dummies |
| Summary statistics in pandas | π» | 2 | Example exm-stats-summary |
| Standard deviation by hand | βοΈ | 2 | Example exm-stats-maxvar |
| Sample variance | βοΈ | 2 | Example exm-stats-sample |
| Mean, variance, STD in pandas | π» | 2 | Example exm-stats-meanvar-pandas |
| Z scores | βοΈ, π» | 2 | Example exm-stats-zscores |
| Z scores in Python | π» | 2 | Example exm-stats-zscores-py |
| Median | βοΈ | 2 | Example exm-stats-median |
| Quantiles | π» | 2 | Example exm-stats-quantiles |
| Quartiles and IQR | π» | 2 | Example exm-stats-describe |
| ECDF of penguins | π» | 2 | Example exm-stats-ecdf-penguins |
| ECDF of a simple distribution | βοΈ | 2 | Example exm-stats-uniform-discrete |
| ECDF of penguins | π» | 2 | Example exm-stats-ecdf-penguins |
| CDF of a uniform distribution | βοΈ | 2 | Example exm-stats-uniform-continuous |
| ECDF of temperatures | π» | 2 | Example exm-stats-temps-ecdf |
| PDF of temperature distribution | βοΈ | 2 | Example exm-stats-temps-pdf |
| PDF of a uniform distribution | βοΈ | 2 | Example exm-stats-uniform-pdf |
| Uniform random numbers in NumPy | π» | 2 | Example exm-stats-numpy-uniform |
| Normal distribution in NumPy | π» | 2 | Example exm-stats-normal |
| Grouping data | π» | 2 | Example exm-stats-groups |
| Facet plots | π» | 2 | Example exm-stats-groups-facet |
| Box and violin plots | π» | 2 | Example exm-stats-groups-box-violin |
| Aggregating data in groups | π» | 2 | Example exm-stats-groups-aggregation |
| Grouping data by cuts | π» | 2 | Example exm-stats-groups-cuts |
| Outliers for mean and median | βοΈ | 2 | Example exm-stats-median-mean |
| Interquartile range | π» | 2 | Example exm-stats-outlier-iqr |
| Outliers | π» | 2 | Example exm-stats-outlier-std |
| Outliers and the Pearson coefficient | π» | 2 | Example exm-stats-pearson-outlier |
| Spearman correlation coefficient | π» | 2 | Example exm-stats-spearman-outlier |
| Categorical correlation | π» | 2 | Example exm-stats-catcorr |
| The Datasaurus | π» | 2 | Example exm-stats-datasaurus |
| Correlation vs. dependence | π» | 2 | Example exm-stats-correlation |
| Simpsonβs paradox | π» | 2 | Example exm-stats-simpson |
| Digit classification | π» | 3 | Example exm-class-digits |
| Feature matrix | βοΈ | 3 | Example exm-class-emoji |
| Trainβtest split | π» | 3 | Example exm-class-traintest |
| Testing accuracy | π» | 3 | Example exm-class-accuracy |
| Combined metrics | βοΈ | 3 | Example exm-class-scores-simple |
| Multiclass one-vs-rest | βοΈ | 3 | Example exm-class-one-vs-rest |
| Multiclass metrics | π» | 3 | Example exm-class-multiclass |
| Decision tree | βοΈ | 3 | Example exm-class-tree |
| Gini impurity | βοΈ | 3 | Example exm-class-gini-spread |
| Gini impurity | βοΈ | 3 | Example exm-class-gini |
| Tree partitioning | βοΈ | 3 | Example exm-class-tree-partition |
| Inspecting a decision tree | π» | 3 | Example exm-class-tree-toy |
| Tree classifier for the penguins dataset | π» | 3 | Example exm-class-tree-penguins |
| Interpreting a decision tree | π» | 3 | Example exm-class-tree-penguins-interpret |
| Calculating distance | βοΈ | 3 | Example exm-class-distance |
| kNN classifier | βοΈ | 3 | Example exm-class-knn-small |
| kNN classifier for the penguins dataset | π» | 3 | Example exm-class-knn |
| kNN sensitivity to scaling | βοΈ | 3 | Example exm-class-knn-norm |
| Pipeline for standardizing columns | π» | 3 | Example exm-class-knn-standard |
| Probabilistic classifier | βοΈ, π» | 3 | Example exm-class-phat |
| Probabilistic classifier for the penguins dataset | π» | 3 | Example exm-class-prob |
| Varying decision threshold | π» | 3 | Example exm-class-hits |
| ROC curve | π» | 3 | Example exm-class-roc |
| Area under ROC curve | π» | 3 | Example exm-class-auc |
| Hyperparameters | βοΈ | 4 | Example exm-select-hyper |
| Learning curves | π» | 4 | Example exm-select-learning-curves |
| Overfitting | π» | 4 | Example exm-select-overfit-digits |
| Bagging ensemble classifier | π» | 4 | Example exm-select-ensemble-knn |
| Bagging ensemble (better) | π» | 4 | Example exm-select-ensemble-knn-better |
| Folds for validation | βοΈ | 4 | Example exm-select-folds |
| Cross-validation grid search | π» | 4 | Example exm-select-grid-cancer |
| Linear regression | βοΈ | 5 | Example exm-regression-linear |
| Inner product | βοΈ | 5 | Example exm-regression-dot |
| Mean squared and mean absolute error | βοΈ | 5 | Example exm-regression-mse-mae |
| Coefficient of determination | βοΈ | 5 | Example exm-regression-cod |
| Linear regression for sea ice dataset | π» | 5 | Example exm-regression-ice-linear |
| Matrix times vector | βοΈ | 5 | Example exm-regression-matvec |
| Multilinear regression for MPG dataset | π» | 5 | Example exm-regression-cars-multi |
| Multilinear regression for sales dataset | π» | 5 | Example exm-regression-sales-multi |
| Polynomial regression for the MPG dataset | π» | 5 | Example exm-regression-polynomial |
| Overfitting in polynomial regression | π» | 5 | Example exm-regression-polynomial-high |
| LASSO regression for diabetes dataset | π» | 5 | Example exm-regression-lasso-diabetes |
| Random forest for regression | π» | 5 | Example exm-regression-tree-demo |
| Cross-entropy | βοΈ | 5 | Example exm-regression-cross-entropy |
| Logistic regression as a spam filter | π» | 5 | Example exm-regression-spam |
| Distance matrix | βοΈ | 6 | Example exm-cluster-distmat-small |
Usage of pairwise_distances
|
π» | 6 | Example exm-cluster-distmat |
| Angular distance | π» | 6 | Example exm-cluster-angular |
| Rand index by hand | βοΈ | 6 | Example exm-cluster-rand |
| Adjusted Rand index | π» | 6 | Example exm-cluster-ARI-blobs |
| Silhouette values | βοΈ | 6 | Example exm-cluster-silhouette |
| Silhouette values calculation | π» | 6 | Example exm-cluster-sil-blobs |
| Silhouettes as performance metric | π» | 6 | Example exm-cluster-perform-digits |
| Limitation of silhouettes | π» | 6 | Example exm-cluster-sil-bullseye |
| Inertia | βοΈ | 6 | Example exm-cluster-inertia |
| k-means on blobs dataset | π» | 6 | Example exm-cluster-kmeans-blobs |
| k-means on stripes dataset | π» | 6 | Example exm-cluster-kmeans-stripes |
| k-means on digits dataset | π» | 6 | Example exm-cluster-kmeans-digits |
| Comparing linkages on simple datasets | π» | 6 | Example exm-cluster-linkage |
| Agglomerative for penguins dataset | π» | 6 | Example exm-cluster-penguins |
| Constructing networks/graphs | π» | 7 | Example exm-networks-construct |
| Importing networks | π» | 7 | Example exm-networks-import |
| Neighbors of a node | π» | 7 | Example exm-networks-neighbors |
| Ego graph | π» | 7 | Example exm-networks-ego |
| Node degrees | π» | 7 | Example exm-networks-degree |
| Average degree | π» | 7 | Example exm-networks-avgdegree |
| ER graphs | π» | 7 | Example exm-networks-degree-ER |
| Clustering coefficient | βοΈ | 7 | Example exm-networks-cluster-small-world |
| Clustering in the Twitch network | π» | 7 | Example exm-networks-cluster-twitch |
| Clustering in ER graphs | π» | 7 | Example exm-networks-cluster-er |
| Distances in a complete graph | βοΈ | 7 | Example exm-networks-distance-complete |
| Distances in a wheel graph | π» | 7 | Example exm-networks-distance-wheel |
| Connectedness | βοΈ | 7 | Example exm-networks-connected |
| Distances in ER graphs | π» | 7 | Example exm-networks-distance-ER |
| Degree distribution in the Twitch network | π» | 7 | Example exm-networks-ddist-twitch |
| Degree distribution in the Twitch network | π» | 7 | Example exm-networks-ddist-ERWS |
| BarabΓ‘siβAlbert graphs | π» | 7 | Example exm-networks-BA |
| Power-law degrees in the Twitch network | π» | 7 | Example exm-networks-powerlaw-ba |
| Betweenness centrality in the Twitch network | π» | 7 | Example exm-networks-centrality-btw-big |
| Eigenvectors | βοΈ | 7 | Example exm-networks-centrality-eigvector |
| Eigenvector centrality | βοΈ | 7 | Example exm-networks-centrality-eig |
| Comparison of centrality metrics | π» | 7 | Example exm-networks-centrality-smallworld |
No matching items