sparse solver notebook and styling fixes

Author: samaid

tutorials/nvmath-python/01_kernel_fusion.ipynb

@@ -619,7 +619,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": ".venv",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },

tutorials/nvmath-python/02_mem_exec_spaces.ipynb

@@ -75,7 +75,7 @@
     "\n",
     "This notebook requires the same libraries as the previous notebook [01_kernel_fusion.ipynb](./01_kernel_fusion.ipynb). If you already completed it, no further installation is required for this notebook.\n",
     "\n",
-    "For advanced installation instructions, please refer to the [nvmath-python documentation](https://docs.nvidia.com/cuda/nvmath-python/latest/installation.html#install-nvmath-python)."
+    "For detailed installation instructions, please refer to the [nvmath-python documentation](https://docs.nvidia.com/cuda/nvmath-python/latest/installation.html#install-nvmath-python)."
    ]
   },
   {
@@ -405,7 +405,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": ".venv",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },

tutorials/nvmath-python/03_stateful_api.ipynb

@@ -66,7 +66,7 @@
     "- Completion of previous notebooks on kernel fusion and memory spaces (recommended)\n",
     "- Understanding of matrix multiplication and batch processing concepts\n",
     "\n",
-    "For installation instructions, please refer to the [nvmath-python documentation](https://docs.nvidia.com/cuda/nvmath-python/0.2.1/installation.html#install-nvmath-python).\n",
+    "For detailed installation instructions, please refer to the [nvmath-python documentation](https://docs.nvidia.com/cuda/nvmath-python/latest/installation.html#install-nvmath-python).\n",
     "\n",
     "---\n",
     "## Setup\n",
@@ -500,7 +500,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": ".venv",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },

tutorials/nvmath-python/04_callbacks.ipynb

@@ -67,7 +67,7 @@
     "- Completion of previous notebooks (recommended)\n",
     "- Understanding of FFT concepts and image processing basics\n",
     "\n",
-    "For advanced installation instructions, please refer to the [nvmath-python documentation](https://docs.nvidia.com/cuda/nvmath-python/0.2.1/installation.html#install-nvmath-python).\n",
+    "For detailed installation instructions, please refer to the [nvmath-python documentation](https://docs.nvidia.com/cuda/nvmath-python/latest/installation.html#install-nvmath-python).\n",
     "\n",
     "---"
    ]
@@ -992,7 +992,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": ".venv",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },

tutorials/nvmath-python/05_device_api.ipynb

@@ -69,7 +69,7 @@
     "- Understanding of Numba CUDA and basic CUDA programming concepts\n",
     "- Familiarity with stochastic processes (helpful but not required)\n",
     "\n",
-    "For installation instructions, please refer to the [nvmath-python documentation](https://docs.nvidia.com/cuda/nvmath-python/0.2.1/installation.html#install-nvmath-python).\n",
+    "For detailed installation instructions, please refer to the [nvmath-python documentation](https://docs.nvidia.com/cuda/nvmath-python/latest/installation.html#install-nvmath-python).\n",
     "\n",
     "---\n",
     "## Setup\n",
@@ -943,7 +943,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": ".venv",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },