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Machine Learning Model Cheatsheet

In BigQuery ML, you can use a model with data from multiple BigQuery Datasets for training and for prediction.

Task Examples ML Models
Predict values 1. Predict sales figures
2. Predict stock prices
1. Linear Regression
2. Boosted Trees Regressor
3. AutoML Table Regressor
4. DNN Regressor
5. Wide & Deep Regressor
Predict between
categories
1. Identify spam emails
2. Identify tumour
types
1. Logistic Regression
2. Boosted Trees Classifier
3. AutoML Table Classifier
4. DNN Classifier
5. Wide & Deep Classifier
Generate
recommendations
1. Product
recommendations
2. Create personalised
content
1. Wide & Deep Classifier
2. Matrix Factorisation
Reduce data
dimensionality
1. Analysis of written
text
2. Analysis of DNA
data
1. PCA
2. Autoencoder
Find anomalies 1. Detect fraud
2. Predict credit risk
1. PCA
2. Autoencoder
3. K-Means
4. ARIMA-PLUS
Group data into
clusters
1. Perform customer
segmentation
1. K-Means
Time series
forecasting
1. Predict housing
prices based on
historical data
1. ARIMA-PLUS

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