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Projects in Awesome Lists by aman-095
A curated list of projects in awesome lists by aman-095 .
https://github.com/aman-095/single-image-super-resolution-using-esrgan
Using an already existing ESRGAN model, degrading our HR images to generate training data for finetuning and further checking the MSE and PSNR for the generated and the original HR images. Link to the original link of Real ESRGAN Repo - https://github.com/xinntao/Real-ESRGAN
averaging-filter esrgan gaussian-blur image-degradation medical-imaging super-resolution
Last synced: 12 Oct 2024
https://github.com/aman-095/sentiment-analysis-api
Developing a sentiment analysis model and creating an API server for the same.
Last synced: 12 Oct 2024
https://github.com/aman-095/principal-orthogonal-decomposition-on-schlieren-images
Using SVD and PCA to observe the top and most influential modes present in a shock wave generated from a super-sonic wind tunnel.
canny-edge-detection pca-analysis super-resolution svd
Last synced: 12 Oct 2024
https://github.com/aman-095/stock-price-predictiion
Using the google stock prices dataset and build a model to predict the future prices using previous instances.
forecasting keras lstm rnn time-series
Last synced: 12 Oct 2024
https://github.com/aman-095/decision-tree-classifier-and-regressor
Implementation of Decision tree classifier and regressor on Drugs and concrete dataset. Includes knowledge about Information gain and Gini index
decision-tree-classifier decision-tree-regression machine-learning metrics-visualization visualisation
Last synced: 12 Oct 2024
https://github.com/aman-095/principal-component-analysis-pca-implementaion-from-scratch
Implemented PCA algorithm from scratch on MNIST Dataset. Visualizing the reconstructed images made and comparing them with the original image. Visualizing the residual images by subtracting the reconstructed image from the original image (for different values of Principal components). Finding the reconstruction error (pixel-wise root-mean-square) for each sample and plot them for a different number of principal components.
machine-learning mnist-classification mnist-dataset pca-analysis principal-component-analysis
Last synced: 12 Oct 2024
https://github.com/aman-095/offline-handwriting-text-recognition-using-rnn
Using RNN, LSTM for Offline Handwriting Text Recognition. Analyzing an already given paper and mentioning its Extended Abstract, Critical Analysis and some suggested Innovations
cnn lstm residual-networks rnn
Last synced: 12 Oct 2024
https://github.com/aman-095/multi-layer-perceptron-model
Applying MLP model on IRIS and house prices advanced regression techniques dataset and computing average mean-square error for complete test data. Computing l1 (manhattan distance) and l2 (euclidean distance) loss and comparing the results. Plotting the loss curve, and a histogram of prediction errors with appropriate bin size.
Last synced: 12 Oct 2024
https://github.com/aman-095/multi-label-classification-problem
Applying supervised learning approaches on the dataset and finally predicting the labels in a multi class format. Dataset and more detailed problem present in Kaggle competition link: https://www.kaggle.com/t/04a239e37f69de0040810bc615b96063
kaggle-competition logistic-regression machine-learning mlp-classifier svm svm-classifier
Last synced: 12 Oct 2024