* Update README.md

* Update sample.json

* Update sample.json

)

This update contains a rewritten README.md file for the
`guided_matrix_mult_InvalidContexts` sample. It also adds two screenshots
(png files) that accompany the rewritten README.me file. The previous
version of this README.md did not include screenshots

* Update README.md

* Update README.md

* Update README.md

* Update lu_solve_omp_offload_optimized.F90

* FPGA: Revert "Remove fpga_register annotations from fifo_sort" (oneapi-src#2370)

This reverts commit 75397ca that initially went in to prevent an error from being emitted to customers.

* Update openmp_sample.f90

* Update openmp_sample.f90 (oneapi-src#2371)

* Update requirements.txt

* Update inc_sample_tensorflow.ipynb

* Update inc_quantize_model.py

* Update README.md

* Update release.json

* Fix ONSAM-1905 (oneapi-src#2376)

* FPGA: re-enable the fft2d sample (oneapi-src#2381)

This sample is previously disabled in oneapi-src#2355.
Re-enabling for better test coverage of the sample.

* FPGA: Bug fixes for the fft2d sample (oneapi-src#2382)

1. Fix array index out of bound in function `ReorderData`
2. Fix use of uninitialized array `fft_delay_elements`

* Add explicit header (oneapi-src#2367)

* “inlinePTX_with_codepin” (oneapi-src#2372)

Signed-off-by: AvijitBag07 <AvijitBag07@intel.com>
Co-authored-by: AvijitBag07 <AvijitBag07@intel.com>

* Adding 2 new openACC-openMP migrated samples (oneapi-src#2373)

* New openmp samples

* Updated New samples

* Adding pSTL-offload sample (oneapi-src#2374)

* pSTL offload sample

* pSTL offload sample

* minor fixes to multi-gpu training (oneapi-src#2377)

* Fix crashes in f_use_device_addr_01, dgemm_pad_f_01, dgemm_dispatch_f (oneapi-src#2378)

* Fix crashes in f_use_device_addr_01, dgemm_pad_f_01, and dgemm_dispatch_f (ONSAM-1918).

* Fix crashes in f_use_device_addr_01, dgemm_pad_f_01, dgemm_dispatch_f

* Fix crashes in f_use_device_addr_01, dgemm_pad_f_01, dgemm_dispatch_f

* Add explicit headers (oneapi-src#2366)

* FPGA: correct 'categories' for hls flow/interfaces code samples (oneapi-src#2383)

Correct 'categories' for hls flow/interfaces code samples so they group together nicely in the sample browser

* FPGA: Remove unused memory allocation in the gzip sample (oneapi-src#2386)

The gzip code sample included a memory allocation of the size of the file to be compressed, which was issued for every repeated iteration of the kernel.
This led to increasingly large host memory allocation when the file to compress was increasing in size.
However, the allocated memory was never used.
This change therefore removes the unneeded allocation.

* FPGA: Update gzip throughput experiment date

* FPGA: Correct performance testing date in PCA

* FPGA: Correct performance testing date in matmul

* FPGA: Correct performance testing date in CRR

* FPGA: Correct performance testing date in QRD

* FPGA: Correct performance testing date in Cholesky inversion

* FPGA: Correct performance testing date in Cholesky

* FPGA: Add missing cmath include in the hardware_reuse sample (oneapi-src#2387)

* Update sample.json and remove unused code

* forgot this requirements.txt earlier

* Update README.md

* Update README.md

* Update sample.json

* Update sample.json

---------

Signed-off-by: AvijitBag07 <AvijitBag07@intel.com>
Co-authored-by: Jimmy Wei <jimmy.t.wei@intel.com>
Co-authored-by: Justin Rosner <justin.rosner@intel.com>
Co-authored-by: Zhiqiang Ma <zhiqiang.ma@intel.com>
Co-authored-by: intel-jisheng1 <shengxiang.ji@intel.com>
Co-authored-by: IgorOchocki <36711066+IgorOchocki@users.noreply.github.com>
Co-authored-by: AvijitBag07 <144990856+AvijitBag07@users.noreply.github.com>
Co-authored-by: AvijitBag07 <AvijitBag07@intel.com>
Co-authored-by: vidyalathabadde <134362858+vidyalathabadde@users.noreply.github.com>
Co-authored-by: Shwetha-Selma <134358522+Shwetha-Selma@users.noreply.github.com>
Co-authored-by: Rakshith <rakshith.krishnappa@intel.com>
Co-authored-by: nawalcopty <nawal.copty@intel.com>
Co-authored-by: Paul White <paul.white@intel.com>
Co-authored-by: yuguen-intel <yohann.uguen@intel.com>

…i-src#2414)

This reverts commit 46c43ee.

* added `trust_remote_code=True` HF load_dataset

* updated numba_dpex kernel call to use new API

* fix numba_dpex typo

* Updated TF & TF_hub api, deleted `models` directory.

Signed-off-by: Ong, Frankie Wei Quan <frankie.wei.quan.ong@intel.com>

Signed-off-by: Fong Jian Tan <fong.jian.tan@intel.com>

Signed-off-by: Ang, Yee Teng <yee.teng.ang@intel.com>

Signed-off-by: Ong, Frankie Wei Quan <frankie.wei.quan.ong@intel.com>

Signed-off-by: Ang, Yee Teng <yee.teng.ang@intel.com>

Signed-off-by: Fong Jian Tan <fong.jian.tan@intel.com>

Signed-off-by: Fong Jian Tan <fong.jian.tan@intel.com>

…arted

[release/2024.2_AITools] updated ITEX Getting Started sample

Update README.md Modin GS

Update README.md XGBoost GS

Update README.md daal4py GS

Update readme.md sklearnex GS

Update README.md modin vs pandas

…ools

2024.2 AI Tools second set of updates

…ools

README updates for 2024.2 AI Tools release

…atch

Remove deprecated target variant dispatch from oneMKL sample

Signed-off-by: michael vincerra <michael.vincerra@intel.com>