autoprognosis
hyperimpute
autoprognosis | hyperimpute | |
---|---|---|
2 | 3 | |
89 | 134 | |
- | 0.0% | |
5.0 | 3.5 | |
7 months ago | about 1 year ago | |
Python | Python | |
Apache License 2.0 | MIT License |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
autoprognosis
- AutoPrognosis: Automating the model selection for clinical prognosis
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[P] AutoPrognosis - A system for automating the design of predictive modeling pipelines tailored for clinical prognosis.
Code: https://github.com/vanderschaarlab/autoprognosis
hyperimpute
- HyperImpute: A tool for prototyping and benchmarking data imputation methods
-
[P] AutoPrognosis - A system for automating the design of predictive modeling pipelines tailored for clinical prognosis.
AutoPrognosis is an AutoML library for tabular data focused on survival analysis or classification tasks. The library can select optimal prediction pipelines for a given dataset and a task type and can handle data missingness using HyperImpute.
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[P] HyperImpute: sklearn-style library for handling missing data using novel algorithms
Github page: https://github.com/vanderschaarlab/hyperimpute
What are some alternatives?
scikit-survival - Survival analysis built on top of scikit-learn
featuretools - An open source python library for automated feature engineering
auton-survival - Auton Survival - an open source package for Regression, Counterfactual Estimation, Evaluation and Phenotyping with Censored Time-to-Events
data-science-ipython-notebooks - Data science Python notebooks: Deep learning (TensorFlow, Theano, Caffe, Keras), scikit-learn, Kaggle, big data (Spark, Hadoop MapReduce, HDFS), matplotlib, pandas, NumPy, SciPy, Python essentials, AWS, and various command lines.
orange - 🍊 :bar_chart: :bulb: Orange: Interactive data analysis
best-of-ml-python - 🏆 A ranked list of awesome machine learning Python libraries. Updated weekly.
mlcourse.ai - Open Machine Learning Course