fix the database.py indent

fix(machine_id): change the last processed id to dict to better get the

fix(algorithm): changing how the algo works

fix(lstm): change the algorithm for LSTM

fix(gitattributes): added keras support

remove the unnecassery logger

fix(app): fixing the logic of reseting the last processed id

fucking indentation

fix(database): fixing so that ensuring the data that has already been

forgot to add sys

fix(app); fixing the logging to find out the duplication

fix(controller): remove creating new instance of database

feat(optimize): added startup to initailzie model instead of

fix(logging): fix some warning to not appear and switching the

fix(app); change the NULL to None

feat(database): added logger and create to a new database method

fix(app): update prediction endpoint to use binary prediction method

feat(controller): implement binary and classification prediction methods with error handling

feat(anomaly): add functions for preparing sensor data and calculating risk scores

feat(model): add anomaly detection models and scalers

fix(docker): change the version into 3.13

fix(utils): remove month

feat(model): added LSTM model

fix readme

feat: new controller and databse connection

first application

initial commit