diff --git a/doc/source/ray-overview/examples/e2e-timeseries/requirements.txt b/doc/source/ray-overview/examples/e2e-timeseries/requirements.txt
index 08ef9d60c639..e3de502900d2 100644
--- a/doc/source/ray-overview/examples/e2e-timeseries/requirements.txt
+++ b/doc/source/ray-overview/examples/e2e-timeseries/requirements.txt
@@ -1,9 +1,65 @@
---find-links https://data.pyg.org/whl/torch-2.3.0+cpu.html
+aiobotocore==2.5.4
+aiohappyeyeballs==2.6.2
 aiohttp==3.11.16
+aioitertools==0.13.0
+aiosignal==1.4.0
+async-timeout==5.0.1
+attrs==26.1.0
+botocore==1.31.17
+cuda-bindings==13.3.1
+cuda-pathfinder==1.5.5
+cuda-toolkit[cudart,cufft,cufile,cupti,curand,cusolver,cusparse,nvjitlink,nvrtc,nvtx]==13.0.2
+fastjsonschema==2.21.2
+filelock==3.29.3
+frozenlist==1.8.0
+fsspec==2023.5.0
+idna==3.18
+jinja2==3.1.6
+jmespath==1.1.0
+joblib==1.5.3
+jsonschema==4.26.0
+jsonschema-specifications==2025.9.1
+jupyter-core==5.9.1
+markupsafe==3.0.3
+mpmath==1.3.0
+multidict==6.7.1
 nbformat==5.9.2
+networkx==3.4.2
 numpy==1.26.4
+nvidia-cublas==13.1.1.3
+nvidia-cuda-cupti==13.0.85
+nvidia-cuda-nvrtc==13.0.88
+nvidia-cuda-runtime==13.0.96
+nvidia-cudnn-cu13==9.20.0.48
+nvidia-cufft==12.0.0.61
+nvidia-cufile==1.15.1.6
+nvidia-curand==10.4.0.35
+nvidia-cusolver==12.0.4.66
+nvidia-cusparse==12.6.3.3
+nvidia-cusparselt-cu13==0.8.1
+nvidia-nccl-cu13==2.29.7
+nvidia-nvjitlink==13.0.88
+nvidia-nvshmem-cu13==3.4.5
+nvidia-nvtx==13.0.85
 pandas==2.3.0
+platformdirs==4.10.0
+propcache==0.5.2
+python-dateutil==2.9.0.post0
+pytz==2026.2
 pyyaml==6.0.1
+referencing==0.37.0
+rpds-py==0.30.0
 s3fs==2023.5.0
 scikit-learn==1.3.2
-torch==2.3.0
+scipy==1.15.3
+six==1.17.0
+sympy==1.14.0
+threadpoolctl==3.6.0
+torch==2.12.0
+traitlets==5.15.1
+triton==3.7.0
+typing-extensions==4.15.0
+tzdata==2026.2
+urllib3==1.26.20
+wrapt==1.17.3
+yarl==1.24.2