Pinned Repositories
Bank-Marketing-Classification
Bank Marketing Classification using scikit-learn library to train and validate classification models like Logistic Regression, Decision Tree, Random Forest, Naïve Bayes, Neural Network and Support Vector Machine. Also conducted comparative study on the above models when applied on different feature sets obtained via feature selection (Chi-Square Test), feature transformation (Principal Component Analysis) and feature elimination.
Batch-Normalization
Batch Normalization using tf.layers and tf.nn libraries. Also comparing the performances with and without batch normalization.
Clustering-Analysis-on-customers-of-a-wholesale-distributor
Project in which unsupervised learning techniques are applied on product spending data collected for customers of a wholesale distributor in Lisbon, Portugal to identify customer segments hidden in the data.
Credit-Card-Fraud-Detection
Credit Card Fraud Detection using various Anomaly Detection Algorithms and Techniques
Finding-Similar-Images-using-Locality-Sensitive-Hashing
Finding Similar Images using Locality Sensitive Hashing (using Min Hashing and Random Hyperplanes technique)
General-Adversarial-Network-MNIST
Building our own GAN and train it on MNIST dataset. Built the generator and discriminator networks using Tensorflow.
Tweet-analysis-to-find-new-gym-clients
Finding local tweets (that are restricted to any geographic location) and search for people who require and/or are interested in fitness and gym activities
Vehicle-Detection-using-Faster-R-CNN
Vehicle Detection using state-of-the-art architecture Faster R-CNN with Pretrained models like VGG16 and ResNet50
Year-Prediction-using-Regression
Predicting Release Year of a Song using different Regression algorithms implemented from scratch using numpy
prakhardogra921's Repositories
prakhardogra921/Clustering-Analysis-on-customers-of-a-wholesale-distributor
Project in which unsupervised learning techniques are applied on product spending data collected for customers of a wholesale distributor in Lisbon, Portugal to identify customer segments hidden in the data.
prakhardogra921/Youtube-Video-Label-Classification
Youtube Video Label Classification using Single Frame model and Long-term Recurrent Convolutional Networks (LRCN) model
prakhardogra921/Credit-Card-Fraud-Detection
Credit Card Fraud Detection using various Anomaly Detection Algorithms and Techniques
prakhardogra921/Tweet-analysis-to-find-new-gym-clients
Finding local tweets (that are restricted to any geographic location) and search for people who require and/or are interested in fitness and gym activities
prakhardogra921/Amazon-Review-Classification
Impementing a k-Nearest Neighbor Classifier to predict the sentiment for 18506 reviews for baby products provided.
prakhardogra921/Anomaly-Detection-on-Signal-Data
Implement the StrOUD algorithm, using LOF and KNN as the strangeness function to find anomalous data in the signal dataset.
prakhardogra921/Bank-Marketing-Classification-using-several-Pattern-Recognition-methods
Bank Marketing Classification using Logistic Regression, Ada Boost, Random Forests, Radial Basis Function and Support Vector Machine
prakhardogra921/Boston-Housing
Boston House Price Prediction
prakhardogra921/Clustering-using-Kmeans-Cmeans-and-GMM
Clustering using K Means, Fuzzy C Means and Gaussian Mixture Model
prakhardogra921/Find-Donors-for-Charity
Identifying different algorithms that could best find donors for charity
prakhardogra921/Image-Classification-on-Cats-and-Dogs
Image Classification on Cats and Dogs
prakhardogra921/MachineLearningOctavecodes
Linear Regression, Logistic Regression, Neural Networks and Polynomial Regression
prakhardogra921/Movie-Pair-Analysis-using-Hadoop-and-Spark
Implementing Pairs and Stripes approach to find pairs with high co-occurrence frequency, conditional probability and Lift
prakhardogra921/Movie-Recommender-System-in-Spark
Implementing a Recommender System in Spark to predict ratings of movies. Utility matrix is based on the Movie Lens dataset. Using the Products of Factors technique for the system and optimizing the loss function with ALS.
prakhardogra921/Predicting-Taxi-Trip-Duration-using-Regression
Predicting Taxi Trip Duration using Regression
prakhardogra921/Sentiment-Analysis-on-Game-of-Thrones-Books
Sentiment Analysis on Game of Thrones Books
prakhardogra921/Text-Analysis-on-State-Of-Union-Addresses-using-Modified-Word-Count
Text Analysis on State Of Union Addresses using Modified Word Count with MapReduce technique on a Hadoop Framework
prakhardogra921/Titanic-Survival-Exploration
Predicting Survival of people in the Titanic
prakhardogra921/Tweet-Recommendation-System
A simple hybrid filtering (content based and collaborative based) tweet recommendation system.