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|Inference Optimization| Intel® Neural Compressor (INC) | [Intel® Neural Compressor (INC) Sample-for-PyTorch](INC-Quantization-Sample-for-PyTorch) | Performs INT8 quantization on a Hugging Face BERT model.
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|Inference Optimization| Intel® Neural Compressor (INC) | [Intel® Neural Compressor (INC) Sample-for-Tensorflow](INC-Sample-for-Tensorflow) | Quantizes a FP32 model into INT8 by Intel® Neural Compressor (INC) and compares the performance between FP32 and INT8.
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|Data Analytics <br/> Classical Machine Learning | Modin | [IntelModin_GettingStarted](IntelModin_GettingStarted) | Run Modin-accelerated Pandas functions and note the performance gain.
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|Data Analytics <br/> Classical Machine Learning | Modin |[IntelModin_Vs_Pandas](IntelModin_Vs_Pandas)| Compares the performance of Intel® Distribution of Modin* and the performance of Pandas.
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|Data Analytics <br/> Classical Machine Learning | Modin | [Modin_GettingStarted](Modin_GettingStarted) | Run Modin-accelerated Pandas functions and note the performance gain.
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|Data Analytics <br/> Classical Machine Learning | Modin |[Modin_Vs_Pandas](Modin_Vs_Pandas)| Compares the performance of Intel® Distribution of Modin* and the performance of Pandas.
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|Classical Machine Learning| Intel® Optimization for XGBoost* | [IntelPython_XGBoost_GettingStarted](IntelPython_XGBoost_GettingStarted) | Set up and trains an XGBoost* model on datasets for prediction.
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|Classical Machine Learning| daal4py | [IntelPython_daal4py_GettingStarted](IntelPython_daal4py_GettingStarted) | Batch linear regression using the Python API package daal4py from oneAPI Data Analytics Library (oneDAL).
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|Deep Learning <br/> Inference Optimization| Intel® Optimization for TensorFlow* | [IntelTensorFlow_GettingStarted](IntelTensorFlow_GettingStarted) | A simple training example for TensorFlow.
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