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How to Train Your Neural Net
Deep learning for various tasks in the domains of Computer Vision, Natural Language Processing, Time Series Forecasting using PyTorch 1.0+.
pytorch python deep-learning computer-vision
Look inside the workings of "Label Smoothing"
This blog post describes how and why does "trick" of label smoothing improves the model accuracy and when should we use it
deep-learning classification image-classification computer-vision
Cross-entropy for Classification
Usages of cross-entropy for binary classification, multi-class classification, and multi-label classification.
cross-entropy multi-class multi-label classification
Telecom delinquency model
Created 6 deliquency models based on logistic regression, SVM, KNN, Naive bayes,Decision tree and Random forest models and reported the results.
machine-learning hyperparameter-optimization model-selection classification
Digit-Classification-of-MNIST-Dataset-using-Tensorflow-Lite
Created an Android App which classifies and reconizes digit of MNIST dataset using Tensorflow-Lite and Keras.Trained the model on Laptop and deployed it on ...
tensorflow tensorflow-lite mnist classification
Awesome Fraud Detection
A curated list of data mining papers about fraud detection.
fraud-detection deep-learning community-detection classification
Awesome Decision Trees
A collection of research papers on decision, classification and regression trees with implementations.
decision-trees gradient-boosting classification classification-trees
Breast-Cancer Prediction and Classification
Implementing Different Classification Models for Breast Cancer Prediction and comparing their performance using scikit-learn.
classification scikit-learn machine-learning health
Planar Data Classification
Planar Data Classification with one Hidden Layer , performed using traditional Mathematical approach.
classification planar-data tutorial
Predicting mortgage approvals: EDA and Azure ML Studio
Introductory EDA (Exploratory Data Analysis) on mortgage approvals. Our goal is to explore and analyze the data then we design a predictor on Azure ML ...
machine-learning azure classification visualization
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