Batthosai
Total Score: 55
Homework submissions
Homework 1: Introduction
Score: 8 = 6 (questions) + 0 (FAQ) + 2 (learning in public)
Homework URL: View submission
Learning in public links: Show
Homework 2: Experiment Tracking
Score: 13 = 6 (questions) + 0 (FAQ) + 7 (learning in public)
Homework URL: View submission
Learning in public links: Show
- https://mlflow.org/docs/latest/getting-started/tracking-server-overview/index.html
- https://stackoverflow.com/questions/61615818/setting-up-mlflow-on-google-colab
- https://colab.research.google.com/drive/1224LT4nnh2e7b0nFUX4ZZ7s7u-VImnZc
- https://docs.databricks.com/en/mlflow/index.html
- https://medium.com/the-point-collections/intro-to-mlflow-with-colab-part-1-2-beb80c960ad9
- https://medium.com/the-point-collections/intro-to-mlflow-with-colab-part-2-2-ae03ffd3930b
- https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.RandomForestRegressor.html
Homework 3: Training Pipelines
Score: 13 = 6 (questions) + 0 (FAQ) + 7 (learning in public)
Homework URL: View submission
Learning in public links: Show
- https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LinearRegression.html#sklearn.linear_model.LinearRegression.fit
- https://mlflow.org/docs/latest/python_api/mlflow.sklearn.html#mlflow.sklearn.log_model
- https://stackoverflow.com/questions/52331254/how-to-store-artifacts-on-a-server-running-mlflow
- https://neptune.ai/blog/best-open-source-mlops-tools
- https://neptune.ai/blog/building-end-to-end-ml-pipeline
- https://docs.mage.ai/introduction/overview
- https://www.qwak.com/post/mlops-pipeline-with-open-source-tools
Homework 4: Deployment
Score: 12 = 5 (questions) + 0 (FAQ) + 7 (learning in public)
Homework URL: View submission
Learning in public links: Show
- https://doc.modelbit.com/deployments/
- https://doc.modelbit.com/deployments/dataframe-mode/
- https://doc.modelbit.com/deployments/dataframe-mode/#calling-your-dataframe-mode-model-from-python
- https://www.gradio.app/guides/quickstart
- https://github.com/kelvins/awesome-mlops
- https://docs.streamlit.io/deploy/concepts
- https://www.seldon.io/the-essential-guide-to-ml-system-monitoring-and-drift-detection
Homework 5: Monitoring
Score: 9 = 2 (questions) + 0 (FAQ) + 7 (learning in public)
Homework URL: View submission
Learning in public links: Show
- https://github.com/evidentlyai/evidently/blob/main/examples/sample_notebooks/evidently_metrics.ipynb
- https://docs.evidentlyai.com/reference/all-metrics
- https://docs.evidentlyai.com/user-guide/monitoring/monitoring_overview
- https://www.evidentlyai.com/ml-in-production/model-monitoring
- https://github.com/awesome-mlops/awesome-ml-monitoring
- https://github.com/ydataai/ydata-quality
- https://grafana.com/docs/grafana-cloud/send-data/metrics/metrics-prometheus/prometheus-config-examples/evidently-ai-evidently/
Project submissions
No project submissions found.