Advait Save's repositories
Introduction-to-Time-Series-forecasting-Python
Introduction to time series preprocessing and forecasting in Python using AR, MA, ARMA, ARIMA, SARIMA and Prophet model with forecast evaluation.
Multiclass-Semantic-Segmentation-CamVid
Tensorflow 2 implementation of complete pipeline for multiclass image semantic segmentation using UNet, SegNet and FCN32 architectures on Cambridge-driving Labeled Video Database (CamVid) dataset.
CNN-Image-Classification-and-Flask-Deployment
CNN based Image Classification on CIFAR-10 dataset, along with data augmentation and deployment of the trained CNN model using Flask. (Python)
Medical-Imaging-Semantic-Segmentation
This repository contains UNet and ICNet implementations for semantic segmentation of nuclei images, from Kaggle's 2018 Data Science Bowl
Text-preprocessing-and-classification
IMDB Movie Reviews - Text preprocessing and classification. Includes BOW model, TF_IDF, VADER entiment analysis, Topic Modelling using Latent Dirichlet Allocation and Word Embeddings. (Python)
Churn-Classification-Model-Selection
A comprehensive Churn Classification solution aimed at laying out the steps of a classification solution, including EDA, Stratified train test split, Training multiple classifiers, Evaluating trained classifiers, Hyperparameter tuning, Optimal probability threshold tuning, model comparison, model selection and Whiteboxing models for business sense. (Python)
LoanDefault-Prediction
Lending Club Loan data analysis
LSTM-Embeddings-Text-Classification-Quora
Bidirectional LSTM text classification using Tensorflow 2 GPU for Quora Insincere Questions Classification competition on Kaggle
handson-ml
A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in python using Scikit-Learn and TensorFlow.
speech_denoising
Speech denoising using various neural network architectures
stats-learning-notes
Notes from Introduction to Statistical Learning
DeepPoseKit
a toolkit for pose estimation using deep learning
FakeNewsNet
This is a dataset for fake news detection research
py_isear_dataset
The International Survey on Emotion Antecedents and Reactions as a python dataset for MachineLearning
sentiment-discovery
Unsupervised Language Modeling at scale for robust sentiment classification
unify-emotion-datasets
A Survey and Experiments on Annotated Corpora for Emotion Classification in Text