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Determine the important variables to manage - Coggle Diagram
Determine the important variables to manage
Exploratory Data Analysis
Looking for trends and any odd behaviors
Stationarity and Autocorrelation
Data Preprocessing
Predict Particle Value
Outlier Detection
Feature Selection with Feature Engineering
Advanced hyperparameter tuning
Implement other learning algorithms such as SVM, DBSCAN etc
Predict the machine status with the best model given a test set — BAM!
Deploy the best model into production — DOUBLE BAM!
Classification Threshold
Anomaly Detection
AutoEncoder
AnoGAN
LSTM
Variational Auto-Encoder (VAE)
Facebook Prophet
Isolation Forest
Mahalanobis distance
Kmean Clustering
DBSCAN
Decision Tree
define a threshold then use the supervised machine learning to detect the outliers