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/Translations-transformations-rotations-and-mirror-imaging-with-mountain-image.
Translations, transformations, rotations, and mirror imaging with mountain image.
aphd87/CV-Open-extraction-or-segmentation-using-HSV-Python-using-sunflower-image.
CV Open extraction or segmentation using HSV Python using sunflower image.
aphd87/Image-manipulation-RBG-and-BGR-manipulations-place-shapes-on-multiple-images-of-a-sunflower.
Open CV, RBG and BGR manipulations, and place shapes on multiple images of a sunflower.
aphd87/Open-CV-RGB-and-BGR-manipulations-place-shapes-on-images-using-a-sunflower-image.
Open CV, RGB and BGR manipulations, place shapes on images, using a sunflower image.
aphd87/Grayscaling-an-image-using-a-photo.
Grayscaling an image using a photo.
aphd87/Open-CV---shifting-square-positions-over-eyes-by-manipulating-coordinates.
Open CV - shifting square positions over eyes by manipulating coordinates.
aphd87/Grayscaling---creating-a-scale-placing-shapes-on-an-image-and-manipulating-position-of-shapes.
Grayscaling - creating a scale, placing shapes on an image, and manipulating position of shapes.
aphd87/Open-CV-with-creating-and-drawing-lines-rectangles-circles-polygons-and-manipulating-font-sizes.
Open CV with creating and drawing lines, rectangles, circles, polygons, and manipulating font sizes.
aphd87/Grayscaling-with-cvtColor-color-merging-color-boosting-and-HSV-with-mountain-image.
Grayscaling with cvtColor, color merging, color boosting, and HSV with mountain image.
aphd87/Open-CV-with-importing-images-viewing-image-dimensions-viewing-image-and-saving-in-diff.-formats.
Open CV with importing images, viewing image dimensions, viewing image, and saving in diff. formats.
aphd87/Autoen-fraud-detection-miss-values-cnt-plts-descr-normaliz-traintest-decode-enc-comp-w-cc-data.
Autoen fraud detection, miss values, cnt plts, descr, normaliz traintest, decode, enc, comp, w cc data.
aphd87/Vanilla-autoencoder---reshape-normalize-len-flatten-auto-compile-decode-plt-MNIST-data.
Vanilla autoencoder - reshape, normalize, len, flatten, auto, compile, decode, plt MNIST data.
aphd87/RNN-feat-scaling-timesteps-reshape-predictions-visualize
RNN, feat scaling, timesteps, reshape, predictions, and visualizations with stock price data.
aphd87/MNIST-CNN-reshape-one-hot-encoding-softmax-CNN-FCN-parameter-and-model-math-comp-sum-pet-data.
MNIST CNN, reshape, one hot encoding, softmax, CNN, FCN, parameter and model math, comp sum pet data.
aphd87/Pytorch-with-data-viz-build-network-plots-validation-loss-train-with-fashion-data.
Pytorch with data viz, build network, plots, validation loss, train with fashion data.
aphd87/Introduction-to-auto-grads.
Introduction to auto grads.
aphd87/Introduction-to-Tensor.
Introduction to Tensor.
aphd87/Image-class-class-Net-nn-matplotlib-pytorch-model-accuracy-indv-accuracy-of-images.
Image class, class Net nn, matplotlib, pytorch, model accuracy, indv accuracy of images.
aphd87/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.
aphd87/Creating-ANN-data-prep-scaling-flattening-preprocessing-parameters-epochs-model-fit-and-score
Creating ANN, data prep, scaling, flattening, preprocessing, parameters, epochs, model fit and score.
aphd87/Autoencoders-walk-through.
Autoencoders walk through.
aphd87/Basic-NN-using-image-data.
Basic NN, iloc for x and y variables, perceptron, and accuracy score using image data.
aphd87/MNIST-Image-classification-Basic-NN-Active-inputs-hidden-layers-defined-nodes-input-output-vec.
MNIST Image classification, Basic NN, Active inputs, hidden layers, defined nodes, input/output vectors, training and test accuracy.
aphd87/RBM-overview-and-walk-through.
RBM overview and walk through.
aphd87/LSTM-Language-Modeling.
LSTM Language Modeling.
aphd87/LSTM-basics.
LSTM basics.
aphd87/CNN-with-MNIST-Dataset.
CNN with MNIST Dataset.
aphd87/Understanding-convolutions-step-by-step.
Understanding convolutions step by step.
aphd87/Tensor-Flow-using-logistic-regression.
Tensor Flow using logistic regression.
aphd87/Tensor-Flow-define-arrays-define-loss-object-plot-linear-regression.
Tensor Flow, define arrays, define loss object, plot linear regression.