Pinned Repositories
Adding-and-Dropping-columns
Add column, drop column, creating a new column, creating a where function for column outcomes, combining conditions and rules with select, and dropping a column
Adding-text-box-to-data
Add text to data, data point call out, annotate, textcoords, call outs, xytext, bounding box, fill color, edge color, arrowstyle, arrow props
Advanced-K-Means-Clustering
Create data, merge data with inner join, drop rows with non food names, group by, pivot table, missing values, normalize, WCSS to find k value, instantiate and fit model, cluster profile breakdown
Advanced-linear-regression
Pickle file, shuffle data, missing values, drop values, outliers, box plot, split, categorical variables and one hot encoder, feature selection and RFECV, feature selection, optimal number of features plot, r-square, cross validation scores, adjusted r-square, model coefficients table and intercept, final interpretation
Aggregating_Data
Merging, value counts, sum, groupby, quantile, reset_index, sum and mean for multiple columns, aggregate, specify aggregate items for which columns
Airlines-Data-Set-
Running size, column view, replace NaN, data shape, group, and other related functions on data set.
ANN-with-Desc-null-balance-bootstrap-plots-seab-label-enc-corr-compile-early-stop-hyppar.
ANN with Desc, null, balance (bootstrap), plots, seab, label enc, corr , compile, early stop, hyppar.
Apply-Map-Reduce
Map different dictionary keys to values, run replace, write a function and view length, use function to code column, apply changes to data frame, rows and columns
NLP-index-tokenize-sentence-detection-NER-POS-chunking-tagging-parsing-vectors-similarities.
NLP index, tokenize, sentence detection, NER, POS, chunking, tagging, parsing, vectors, similarities, and pipelines with spaCY words.
Use-of-correlations-heatmap-plotted-logistic-regression-chart.
Use of correlations, heatmap, plotted logistic regression chart in examination of insurance data.
aphd87's Repositories
aphd87/Number-of-data-points-scatterplot-seeding-adam-optimizer-py-plot-epoch-loss-decision-boundary-
Number of data points, scatterplot, seeding, adam optimizer, py plot epoch loss, decision boundary, and decision boundary point location.
aphd87/Basics-with-torch-including-one-dimensional-two-dimensional-and-data-point-location-call-outs.
Basics with torch, including one dimensional, two dimensional, and data point location call outs.
aphd87/Linear-regression-using-neural-networks-plot-adjust-plot-fit-loss-entropy-curve-train-model
Linear regression using neural networks, plot, adjust plot fit, loss entropy curve, train model, color scatter plot, and positive probabilities for particular data points in either class
aphd87/Linear-Regression-with-tensor-based-y-outcomes.
Linear Regression with tensor-based y outcomes.
aphd87/Linear-regression-with-objected-oriented-approach.
Linear regression with objected oriented approach.
aphd87/Partial-derivatives---calculation-is-useful-for-gradient-descent-in-neural-networks.
Partial derivatives - calculation is useful for gradient descent in neural networks.
aphd87/Multiplying-matrices-in-Pytorch.
Multiplying matrices in Pytorch.
aphd87/Neural-style-transfer-including-downloaded-content-visualization-content-and-style-images.
Neural style transfer including downloaded content, visualization, content and style images, vgg model, CNN, calculated loss, content loss, style loss, and application to another image.
aphd87/GAN---Visualize-build-generator-build-discriminator-freeze-adversarial.
GAN - Visualize, build generator, build discriminator, freeze, adversarial, GAN training, with satellite images.
aphd87/MNIST-DCGAN---Generator-discriminator-training-discriminator-adversarial-and-GAN.
MNIST DCGAN - Generator, discriminator, training, discriminator, adversarial, and GAN.
aphd87/Fashion-MNIST---GAN-CNN-generator-model-discriminator-training-adversarial-and-generate-images
Fashion MNIST - GAN, CNN, generator model, discriminator, training, adversarial, and generate images.
aphd87/Object-locationalization-with-XML-to-CSV-DV-build-freeze-with-Oxford-Pet-data.
Object locationalization with XML to CSV, DV, build, freeze, add layers, bounding box, finalize, train, model prediction, and predict on test data set with Oxford Pet data.
aphd87/Transfer-Learning-with-labels-FC-layers-CNN-classification-train-model-with-CIFAR-10-Dataset
Transfer Learning with labels, FC layers, CNN classification, train model with CIFAR-10 Dataset.
aphd87/Image-classification-collect-data-convert-CNN-classification-train-FC-vanilla-CNN
Image classification, collect data, convert, CNN, classification, train, FC, vanilla CNN, final classification, final accuracy score with CIFAR-10
aphd87/Using-Gaussian-noise-to-create-variation-in-a-model.
Using Gaussian noise to create variation in a model.
aphd87/CNN---Facial-rec-split-normalize-transform-convolutional-pooling-fully-connected-stats.
CNN - Split, normalize, transform, convolutional, pooling, fully connected, stats, with face images data set.
aphd87/CNN---Train-model-dense-layers-compile-pyplots-and-grid-search-hyperparameter-regularization.
CNN - Train model, dense layers, compile, pyplots, and grid search hyperparameter regularization.
aphd87/Open-CV---SSD-and-YOLO-Object-Detection-using-office-traffic-elephant-and-other-images.
Open CV - SSD and YOLO Object Detection based on Caffe-SSD framework using office, traffic, elephant and other images.
aphd87/Testing-ResNet50-and-VGG16-CNNs-with-predictive-ability-to-identify-dog-tiger-and-other-images.
Testing ResNet50 and VGG16 CNNs with predictive ability to identify dog, tiger, and other images.
aphd87/People-and-car-recognition-with-videos-and-images.
People and car recognition with videos and images.
aphd87/Face-and-eye-detection-with-HAAR-cascade-classifiers-as-well-as-live-face-and-eye-detection.
Face and eye detection with HAAR cascade classifiers, as well as live face and eye detection.
aphd87/Line-detection-hough-lines-probabilistic-circle-detection-and-blob-detection-with-images.
Line detection, hough lines, probabilistic, circle detection, and blob detection with images.
aphd87/Open-CV---Image-conversion-RGB-to-HSV-HSV-image-type-HSV-shape-with-sunflower-image.
Open CV - Image conversion, RGB to HSV, HSV image type, HSV shape with sunflower image.
aphd87/Open-CV---Sorting-contours-grayscale-canny-edges-outlining-sorting-convex-hull-approxPolyDP-.
Open CV - Sorting contours, grayscale, canny edges, outlining, sorting, convex hull, approxPolyDP .
aphd87/Open-CV---Grayscale-canny-edges-contours-with-shapes-image.
Open CV - Grayscale, canny edges, contours with shapes image.
aphd87/Open-CV---Performing-dilation-erosion-opening-and-closing-with-Oxford-image.
Open CV - Performing dilation, erosion, opening, closing, edge detection (image gradient ident. with sobel and laplacian), and canny edge with Oxford image.
aphd87/Open-CV---Binarization-thresholding-and-adaptive-thresholding-with-images.
Open CV - Binarization, thresholding, and adaptive thresholding with images.
aphd87/Open-CV-Blurring-and-sharpening-images-using-Oxford-image.
Open CV Blurring and sharpening images using Oxford image.
aphd87/Open-CV-manipulating-color-intensities-color-saturation-creating-and-shading-shapes.
Open CV manipulating color intensities, color saturation, creating and shading shapes.
aphd87/Open-CV-resizing-images-interpolation-and-cv2.pyrUp-Down-functions-cropping-with-Oxford-image.
Open CV resizing images, interpolation, and cv2.pyrUp Down functions, cropping with Oxford image.