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Update README.md
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README.md

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@@ -23,14 +23,15 @@ code-generation for the kernel API currently supports
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[OpenCL](https://www.khronos.org/opencl/) and
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[oneAPI Level Zero](https://spec.oneapi.io/level-zero/latest/index.html)
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devices that are supported by Intel® DPC++ SYCL compiler runtime. Supported
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devices include Intel&reg CPUs, integrated GPUs and discrete GPUs.
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devices include Intel® CPUs, integrated GPUs and discrete GPUs.
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The offload functionality in numba-dpex is based on Numba's `parfor`
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loop-parallelizer. Our compiler extends Numba's `parfor` feature to generate
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kernels and offload them to devices supported by DPC++ SYCL compiler runtime.
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The offload functionality is supported via a new NumPy drop-in replacement
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library: [dpnp](https://github.com/IntelPython/dpnp) and NumPy-based expressions
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and `numba.prange` loops are not offloaded.
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library: [dpnp](https://github.com/IntelPython/dpnp). Note that `dpnp` and NumPy-based
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expressions can be used together in the same function, with `dpnp` expressions getting
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offloaded by `numba-dpex` and NumPy expressions getting parallelized by Numba.
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Refer the [documentation](https://intelpython.github.io/numba-dpex) and examples
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to learn more.

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