Vertex AI - MLOps templates
This is an introduction
dev container install pyenv install poetry install zsh + oh my zsh
| Template | Description |
|---|---|
| Tabular Data | Classification |
| Tabular Data | Regression |
| Tabular Data | Clustering |
| Tabular Data | Recommendation |
| Tabular Data | Anomaly Detection |
| Time Series | Forecasting |
| Time Series | Anomaly Detection |
| Images | Classification |
| Images | Object Detection |
| Images | Segmentation |
| Videos | Classification |
| Videos | Action Recognition |
| Videos | Object Tracking |
| Text | Classification |
| Text | Entity Extraction |
| Text | Sentiment Analysis |
training :
data ingestion (create dataset) : validate data : data cleaning : feature engineering : split datasets : trains models (hyperparameter tuning?) : evaluate models (analysis and validation) : validate models : retrain best model (train+validation) ? : validate infra ? : push model
deploy :
bach predict :