Saurabh Gaikwad's starred repositories
Categorizing-Bank-Transactions
The script basically categorizes bank statements transactions based on Mode of Transaction, Category of Merchant & Repeat Transaction Categorization.
Respiratory-Disorder-Classification-Based-on-Lung-Auscultation-Sounds
Respiratory Disorder Classification Based on Lung Auscultation sounds
respiratory-disease-prediction
This codebase is focused on predicting lung diseases from a breathing sounds dataset. 8 experiments were conducted on 5 different machine learning models. In addition, a novel data augmentation algorithm was performed and tested.
Detecting-Respiratory-Diseases-from-Recorded-Lung-Sounds-by-2D-CNN
Respiratory disease is among the leading causes of deaths around the world. A large amount of population is being affected regularly with some kinds of lung function disorders which eventually lead to respiratory diseases. Prevention and early detection are essential steps in managing respiratory diseases. To decrease the fatality, an efficient detection model is needed. In this paper, 2D convolutional neural network (CNN) is used to detect respiratory diseases from the recorded lung sounds at early stages. The proposed method can detect respiratory diseases like bronchiectasis, pneumonia, bronchiolitis, chronic obstructive pulmonary disease, upper respiratory tract infection, and healthy by using Mel-frequency cepstral co-efficients (MFCC). In the proposed scheme, a data frame is recorded and after extracting the statistical features from the audio clips, the data is loaded in the data frame where further classification is done using 2D CNN. The model is based on 2D CNN architecture where the number of layers is reduced to a certain extent to achieve more accuracy. The proposed model has only 13 CNN layers where each convolution layer is being associated with a pooling layer of max-pooling 2D type. The final convolution layer has a global-average pooling 2D layer. The proposed method obtained an accuracy of over 92.39%.
Lung-Sound-Classification
This project is about classifying respiratory sounds using Attention and Vision Transformer on ICBHI dataset..
Lung-Sound-Classification-System-LungSys-I
PyTorch, Android application code for lung sound classification
Heart_Sound_Classification
This repository consists of all the work done regarding Heart sound classification employing ANN, CNN and other methods, Android Application deployed with predictive model is also included.
Heartbeat-Classifier
Heart Anomaly Detection by Analysing Stethoscope sounds using Deep Learning
heart-sounds-segmentation
Heart sounds segmentation based on LSTM neural network and Fourier Synchrosqueezed Transform.
Classification-of-Heart-Sound-Signal-Using-Multiple-Features-
Data plus code fo Classification of Heart Sound Signal Using Multiple Features
minimal-portfolio
Minimal portfolio for DS projects
minimalist-portfolio-json
A minimalist portafolio configurable via one JSON
minimal-mistakes
:triangular_ruler: Jekyll theme for building a personal site, blog, project documentation, or portfolio.
devika
Devika is an Agentic AI Software Engineer that can understand high-level human instructions, break them down into steps, research relevant information, and write code to achieve the given objective. Devika aims to be a competitive open-source alternative to Devin by Cognition AI.
500-AI-Machine-learning-Deep-learning-Computer-vision-NLP-Projects-with-code
500 AI Machine learning Deep learning Computer vision NLP Projects with code
Stress_Detection_ECG
:stethoscope: This project aims to detect stress state based on Electrocardiogram :hearts: signals (WESAD Dataset) analysis with a deep learning model.
Machine-Learning-Collection
A resource for learning about Machine learning & Deep Learning
Noise-Reduction
The Real time Noise cancellation from Audio data signal . Like the construction noise with the denoising the signal .
DataExtractionFromTablesInPDF
Tables Data Extraction from pdf files , the script works with almost all table structure ,also for multiple table in one page
pdf-to-csv-table-extactor
Extract tables from scanned documents pdf into csv file using ocr and image processing
Table-extraction-from-PDF-and-Images
Extraction of Tabular data from PDF & Images into CSV or XML
extracting-multiple-tables-from-pdf-using-Tabula
Extract multiple tables or particular table from a pdf file
pdf-table-extraction-streamlit
Streamlit App using Camelot