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Create 2025-10-cpp-under-the-sea branch.
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‎.github/workflows/build-brev-gpu-cpp-tutorial-docker-image.yml‎

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- 2025-10-cpp-under-the-sea
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‎.github/workflows/build-brev-gpu-python-tutorial-docker-image.yml‎

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- 2025-10-cpp-under-the-sea
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‎gpu-cpp-tutorial/brev/docker-compose.yml‎

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dockerfile: gpu-cpp-tutorial/brev/dockerfile
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GIT_BRANCH_NAME: ${GIT_BRANCH_NAME:-main}
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image: ghcr.io/nvidia/gpu-cpp-tutorial:2025-09-flatiron-institute-cuda-python-latest
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image: ghcr.io/nvidia/gpu-cpp-tutorial:2025-10-cpp-under-the-sea-latest
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‎gpu-python-tutorial/README.md‎

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| # | Exercise | Link | Solution |
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|---|----------|------|----------|
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| 01 | NumPy Intro: `ndarray` Basics | [![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NVIDIA/accelerated-computing-hub/blob/2025-09-flatiron-institute-cuda-python/gpu-python-tutorial/notebooks/01__numpy_intro__ndarray_basics.ipynb) | [![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NVIDIA/accelerated-computing-hub/blob/2025-09-flatiron-institute-cuda-python/gpu-python-tutorial/notebooks/solutions/01__numpy_intro__ndarray_basics__SOLUTION.ipynb) |
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| 02 | NumPy Linear Algebra: SVD Reconstruction | [![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NVIDIA/accelerated-computing-hub/blob/2025-09-flatiron-institute-cuda-python/gpu-python-tutorial/notebooks/02__numpy_linear_algebra__svd_reconstruction.ipynb) | [![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NVIDIA/accelerated-computing-hub/blob/2025-09-flatiron-institute-cuda-python/gpu-python-tutorial/notebooks/solutions/02__numpy_linear_algebra__svd_reconstruction__SOLUTION.ipynb) |
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| 03 | NumPy to CuPy: `ndarray` Basics | [![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NVIDIA/accelerated-computing-hub/blob/2025-09-flatiron-institute-cuda-python/gpu-python-tutorial/notebooks/03__numpy_to_cupy__ndarray_basics.ipynb) | [![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NVIDIA/accelerated-computing-hub/blob/2025-09-flatiron-institute-cuda-python/gpu-python-tutorial/notebooks/solutions/03__numpy_to_cupy__ndarray_basics__SOLUTION.ipynb) |
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| 04 | NumPy to CuPy: SVD Reconstruction | [![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NVIDIA/accelerated-computing-hub/blob/2025-09-flatiron-institute-cuda-python/gpu-python-tutorial/notebooks/04__numpy_to_cupy__svd_reconstruction.ipynb) | [![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NVIDIA/accelerated-computing-hub/blob/2025-09-flatiron-institute-cuda-python/gpu-python-tutorial/notebooks/solutions/04__numpy_to_cupy__svd_reconstruction__SOLUTION.ipynb) |
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| 05 | Memory Spaces: Power Iteration | [![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NVIDIA/accelerated-computing-hub/blob/2025-09-flatiron-institute-cuda-python/gpu-python-tutorial/notebooks/05__memory_spaces__power_iteration.ipynb) | [![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NVIDIA/accelerated-computing-hub/blob/2025-09-flatiron-institute-cuda-python/gpu-python-tutorial/notebooks/solutions/05__memory_spaces__power_iteration__SOLUTION.ipynb) |
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| 06 | Asynchrony: Power Iteration | [![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NVIDIA/accelerated-computing-hub/blob/2025-09-flatiron-institute-cuda-python/gpu-python-tutorial/notebooks/06__asynchrony__power_iteration.ipynb) | [![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NVIDIA/accelerated-computing-hub/blob/2025-09-flatiron-institute-cuda-python/gpu-python-tutorial/notebooks/solutions/06__asynchrony__power_iteration__SOLUTION.ipynb) |
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| 07 | cuDF: NYC Parking Violations | [![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NVIDIA/accelerated-computing-hub/blob/2025-09-flatiron-institute-cuda-python/gpu-python-tutorial/notebooks/07__cudf__nyc_parking_violations.ipynb) | [![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NVIDIA/accelerated-computing-hub/blob/2025-09-flatiron-institute-cuda-python/gpu-python-tutorial/notebooks/solutions/07__cudf__nyc_parking_violations__SOLUTION.ipynb) |
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| 08 | cudf.pandas: NYC Parking Violations | [![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NVIDIA/accelerated-computing-hub/blob/2025-09-flatiron-institute-cuda-python/gpu-python-tutorial/notebooks/08__cudf_pandas__nyc_parking_violations.ipynb) | [![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NVIDIA/accelerated-computing-hub/blob/2025-09-flatiron-institute-cuda-python/gpu-python-tutorial/notebooks/solutions/08__cudf_pandas__nyc_parking_violations__SOLUTION.ipynb) |
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| 09 | CUDA CCCL: Customizing Algorithms | [![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NVIDIA/accelerated-computing-hub/blob/2025-09-flatiron-institute-cuda-python/gpu-python-tutorial/notebooks/09__cuda.cccl__customizing_algorithms.ipynb) | [![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NVIDIA/accelerated-computing-hub/blob/2025-09-flatiron-institute-cuda-python/gpu-python-tutorial/notebooks/solutions/09__cuda_cccl__customizing_algorithms__SOLUTION.ipynb) |
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| 10 | Kernel Authoring: Copy | [![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NVIDIA/accelerated-computing-hub/blob/2025-09-flatiron-institute-cuda-python/gpu-python-tutorial/notebooks/10__kernel_authoring__copy.ipynb) | [![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NVIDIA/accelerated-computing-hub/blob/2025-09-flatiron-institute-cuda-python/gpu-python-tutorial/notebooks/solutions/10__kernel_authoring__copy__SOLUTION.ipynb) |
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| 11 | Kernel Authoring: Book Histogram | [![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NVIDIA/accelerated-computing-hub/blob/2025-09-flatiron-institute-cuda-python/gpu-python-tutorial/notebooks/11__kernel_authoring__book_histogram.ipynb) | [![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NVIDIA/accelerated-computing-hub/blob/2025-09-flatiron-institute-cuda-python/gpu-python-tutorial/notebooks/solutions/11__kernel_authoring__book_histogram__SOLUTION.ipynb) |
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| 12 | CUDA Core: Devices, Streams and Memory | [![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NVIDIA/accelerated-computing-hub/blob/2025-09-flatiron-institute-cuda-python/gpu-python-tutorial/notebooks/12__cuda_core__devices_streams_and_memory.ipynb) | |
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| 01 | NumPy Intro: `ndarray` Basics | [![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NVIDIA/accelerated-computing-hub/blob/2025-10-cpp-under-the-sea/gpu-python-tutorial/notebooks/01__numpy_intro__ndarray_basics.ipynb) | [![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NVIDIA/accelerated-computing-hub/blob/2025-10-cpp-under-the-sea/gpu-python-tutorial/notebooks/solutions/01__numpy_intro__ndarray_basics__SOLUTION.ipynb) |
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| 02 | NumPy Linear Algebra: SVD Reconstruction | [![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NVIDIA/accelerated-computing-hub/blob/2025-10-cpp-under-the-sea/gpu-python-tutorial/notebooks/02__numpy_linear_algebra__svd_reconstruction.ipynb) | [![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NVIDIA/accelerated-computing-hub/blob/2025-10-cpp-under-the-sea/gpu-python-tutorial/notebooks/solutions/02__numpy_linear_algebra__svd_reconstruction__SOLUTION.ipynb) |
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| 03 | NumPy to CuPy: `ndarray` Basics | [![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NVIDIA/accelerated-computing-hub/blob/2025-10-cpp-under-the-sea/gpu-python-tutorial/notebooks/03__numpy_to_cupy__ndarray_basics.ipynb) | [![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NVIDIA/accelerated-computing-hub/blob/2025-10-cpp-under-the-sea/gpu-python-tutorial/notebooks/solutions/03__numpy_to_cupy__ndarray_basics__SOLUTION.ipynb) |
8+
| 04 | NumPy to CuPy: SVD Reconstruction | [![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NVIDIA/accelerated-computing-hub/blob/2025-10-cpp-under-the-sea/gpu-python-tutorial/notebooks/04__numpy_to_cupy__svd_reconstruction.ipynb) | [![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NVIDIA/accelerated-computing-hub/blob/2025-10-cpp-under-the-sea/gpu-python-tutorial/notebooks/solutions/04__numpy_to_cupy__svd_reconstruction__SOLUTION.ipynb) |
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| 05 | Memory Spaces: Power Iteration | [![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NVIDIA/accelerated-computing-hub/blob/2025-10-cpp-under-the-sea/gpu-python-tutorial/notebooks/05__memory_spaces__power_iteration.ipynb) | [![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NVIDIA/accelerated-computing-hub/blob/2025-10-cpp-under-the-sea/gpu-python-tutorial/notebooks/solutions/05__memory_spaces__power_iteration__SOLUTION.ipynb) |
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| 06 | Asynchrony: Power Iteration | [![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NVIDIA/accelerated-computing-hub/blob/2025-10-cpp-under-the-sea/gpu-python-tutorial/notebooks/06__asynchrony__power_iteration.ipynb) | [![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NVIDIA/accelerated-computing-hub/blob/2025-10-cpp-under-the-sea/gpu-python-tutorial/notebooks/solutions/06__asynchrony__power_iteration__SOLUTION.ipynb) |
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| 07 | cuDF: NYC Parking Violations | [![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NVIDIA/accelerated-computing-hub/blob/2025-10-cpp-under-the-sea/gpu-python-tutorial/notebooks/07__cudf__nyc_parking_violations.ipynb) | [![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NVIDIA/accelerated-computing-hub/blob/2025-10-cpp-under-the-sea/gpu-python-tutorial/notebooks/solutions/07__cudf__nyc_parking_violations__SOLUTION.ipynb) |
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| 08 | cudf.pandas: NYC Parking Violations | [![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NVIDIA/accelerated-computing-hub/blob/2025-10-cpp-under-the-sea/gpu-python-tutorial/notebooks/08__cudf_pandas__nyc_parking_violations.ipynb) | [![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NVIDIA/accelerated-computing-hub/blob/2025-10-cpp-under-the-sea/gpu-python-tutorial/notebooks/solutions/08__cudf_pandas__nyc_parking_violations__SOLUTION.ipynb) |
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| 09 | CUDA CCCL: Customizing Algorithms | [![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NVIDIA/accelerated-computing-hub/blob/2025-10-cpp-under-the-sea/gpu-python-tutorial/notebooks/09__cuda.cccl__customizing_algorithms.ipynb) | [![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NVIDIA/accelerated-computing-hub/blob/2025-10-cpp-under-the-sea/gpu-python-tutorial/notebooks/solutions/09__cuda_cccl__customizing_algorithms__SOLUTION.ipynb) |
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| 10 | Kernel Authoring: Copy | [![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NVIDIA/accelerated-computing-hub/blob/2025-10-cpp-under-the-sea/gpu-python-tutorial/notebooks/10__kernel_authoring__copy.ipynb) | [![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NVIDIA/accelerated-computing-hub/blob/2025-10-cpp-under-the-sea/gpu-python-tutorial/notebooks/solutions/10__kernel_authoring__copy__SOLUTION.ipynb) |
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| 11 | Kernel Authoring: Book Histogram | [![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NVIDIA/accelerated-computing-hub/blob/2025-10-cpp-under-the-sea/gpu-python-tutorial/notebooks/11__kernel_authoring__book_histogram.ipynb) | [![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NVIDIA/accelerated-computing-hub/blob/2025-10-cpp-under-the-sea/gpu-python-tutorial/notebooks/solutions/11__kernel_authoring__book_histogram__SOLUTION.ipynb) |
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| 12 | CUDA Core: Devices, Streams and Memory | [![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NVIDIA/accelerated-computing-hub/blob/2025-10-cpp-under-the-sea/gpu-python-tutorial/notebooks/12__cuda_core__devices_streams_and_memory.ipynb) | |

‎gpu-python-tutorial/brev/docker-compose.yml‎

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GIT_BRANCH_NAME: ${GIT_BRANCH_NAME:-main}
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image: ghcr.io/nvidia/gpu-python-tutorial:2025-09-flatiron-institute-cuda-python-latest
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image: ghcr.io/nvidia/gpu-python-tutorial:2025-10-cpp-under-the-sea-latest
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image: ghcr.io/nvidia/gpu-python-tutorial:2025-10-cpp-under-the-sea-latest
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depends_on:
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base:
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condition: service_completed_successfully

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