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Ekaterina Mekhnetsova edited this page Feb 3, 2021
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If you are not yet using Intel® oneAPI Data Analytics Library(oneDAL), refer to the following resources to learn what you can do with the library:
| Link | Description |
|---|---|
| oneDAL Home Page | Learn about Intel® oneAPI Data Analytics Library. |
|
Intel Analytics Software on Medium Latest blog posts |
Read our blog posts about optimizations and accelerations that are possible with oneDAL and daal4py. |
| Intel® oneAPI Programming Guide | Learn about oneAPI programming model that oneDAL is a part of. |
| Intel® oneAPI Base Toolkit | Learn about the tookit that provides a core set of tools and libraries, oneDAL among them, for developing high-performance, data-centric applications across diverse architectures. |
| Document | Description |
|---|---|
| oneDAL System Requirements | Check hardware and software requirements before you install the library. |
| Install oneDAL | Find out about various ways you can install oneDAL. |
| Install oneDAL from sources | Use to find detailed instructions on how to install and build oneDAL. |
| Install daal4py | Find out about channels you can use to install daal4py. |
| Install daal4py from sources | Use to find detailed instructions on how to install and build daal4py. |
| Document | Description |
|---|---|
| Release Notes | Check release notes to see the list of new features and improvements for each release. |
| Known Issues | Refer to the list of known issues to find workarounds. |
| Document | Description |
|---|---|
| Get Started Guide | Learn how to get started with oneDAL. |
| Sample: Get Started with daal4py | Run this sample code for batch linear regression to learn how to use daal4py. |
| Document | Description |
|---|---|
| oneDAL Developer Guide and Reference | Find detailed information about algorithms implemented in oneDAL and their programming interfaces. |
| daal4py Documentation | Find detailed information about algorithms implemented in daal4py and their programming interfaces. |
| Sample | Programming Language | Description |
|---|---|---|
| End-to-end machine learning workload: Census Sample | Python | Learn how to use Intel® Distribution of Modin and daal4py to build and run an end to end machine learning workload. |
| Sample: Distributed K-Means with daal4py | Python | Learn how to use daal4py to train a distributed k-means model and use it for prediction. |
| Sample: Distributed Linear Regression with daal4py | Python | Learn how to use daal4py to train a distributed linear model and use it for prediction. |
| Samples: Apache Arrow | C++ | Learn how to use oneDAL with Apache Arrow library in a C++ application. |
| Samples: KDB | C++ | Learn how to use oneDAL with a KDB database in a C++ application. |
| Samples: MPI | C++ | Learn how to use oneDAL with Intel® MPI library in a C++ application. |
| Samples: MySQL | C++ | Learn how to use oneDAL with a MySQL database in a C++ application. |
| Samples: Hadoop | Java | Learn how to use oneDAL on a Hadoop cluster in a Java application. |
| Samples: Java Spark | Java | Learn how to use oneDAL on a Spark cluster in a Java application. |
| Samples: Scala Spark | Scala | Learn how to use oneDAL on a Spark cluster in a Scala application. |
oneDAL is a part of oneAPI, a cross-industry, open, standards-based unified programming model.
| Document | Description |
|---|---|
| oneAPI Specification | Learn specification details of oneAPI programming model. |
| oneDAL Specification | Use oneDAL specification to create your own implementation of oneDAL. |
| Contribution Guidelines | Contribute to oneAPI Specification. |
Follow Intel Analytics Software to learn tips and tricks for more efficient data analysis with the help of daal4py.
Latest blogs on Medium: