chore: add post-build artifact files for 2.8.2 release

Author: SageMaker Distribution Bot

build_artifacts/v2/v2.8/v2.8.2/CHANGELOG-cpu.md

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+# Change log: 2.8.2(cpu)
+
+## Upgrades: 
+
+Package | Previous Version | Current Version
+---|---|---
+sagemaker-studio|1.0.16|1.0.19
+sagemaker-studio-dataengineering-extensions|1.1.2|1.1.3
+sagemaker-studio-dataengineering-sessions|1.1.2|1.1.4

build_artifacts/v2/v2.8/v2.8.2/CHANGELOG-gpu.md

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+# Change log: 2.8.2(gpu)
+
+## Upgrades: 
+
+Package | Previous Version | Current Version
+---|---|---
+sagemaker-studio|1.0.16|1.0.19
+sagemaker-studio-dataengineering-extensions|1.1.2|1.1.3
+sagemaker-studio-dataengineering-sessions|1.1.2|1.1.4

build_artifacts/v2/v2.8/v2.8.2/RELEASE.md

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+# Release notes: 2.8.2
+
+Package | gpu| cpu
+---|---|---
+python|3.11.11|3.11.11
+numpy|1.26.4|1.26.4
+jinja2|3.1.6|3.1.6
+pytorch|2.6.0|2.6.0
+pandas|2.2.3|2.2.3
+altair|5.5.0|5.5.0
+boto3|1.38.27|1.38.27
+ipython|8.37.0|8.37.0
+jupyter-lsp|2.2.5|2.2.5
+jupyterlab|4.4.4|4.4.4
+amazon-q-developer-jupyterlab-ext|3.4.8|3.4.8
+langchain|0.3.26|0.3.26
+jupyter-ai|2.31.5|2.31.5
+amazon-sagemaker-jupyter-ai-q-developer|1.2.7|1.2.7
+jupyter-scheduler|2.11.0|2.11.0
+amazon-sagemaker-jupyter-scheduler|3.1.15|3.1.15
+amazon-sagemaker-sql-magic|0.1.4|0.1.4
+jupyterlab-lsp|5.0.3|5.0.3
+amazon_sagemaker_sql_editor|0.1.18|0.1.18
+amzn-sagemaker-aiops-jupyterlab-extension|1.0.4|1.0.4
+scipy|1.15.2|1.15.2
+matplotlib-base|3.10.3|3.10.3
+scikit-learn|1.6.1|1.6.1
+pip|24.3.1|24.3.1
+torchvision|0.21.0|0.21.0
+autogluon|1.3.1|1.3.1
+ipywidgets|8.1.7|8.1.7
+notebook|7.4.4|7.4.4
+aws-glue-sessions|1.0.9|1.0.9
+aws-s3-access-grants-boto3-plugin|1.2.0|1.2.0
+conda|24.11.3|24.11.3
+docker-cli|27.5.1|27.5.1
+uvicorn|0.35.0|0.35.0
+fastapi|0.115.14|0.115.14
+git-remote-codecommit|1.16|1.16
+jupyter-activity-monitor-extension|0.3.2|0.3.2
+jupyter-collaboration|2.1.5|2.1.5
+jupyter-dash|0.4.2|0.4.2
+jupyter-server-proxy|4.4.0|4.4.0
+jupyterlab-git|0.51.2|0.51.2
+keras|3.10.0|3.10.0
+langchain-aws|0.2.27|0.2.27
+mlflow|2.22.0|2.22.0
+py-xgboost-gpu|2.1.4| 
+pyhive|0.7.0|0.7.0
+python-gssapi|1.9.0|1.9.0
+python-lsp-server|1.12.2|1.13.0
+s3fs|2024.12.0|2024.12.0
+sagemaker-code-editor|1.6.2|1.6.2
+sagemaker-headless-execution-driver|0.0.13|0.0.13
+sagemaker-jupyterlab-emr-extension|0.4.0|0.4.0
+sagemaker-jupyterlab-extension|0.5.0|0.5.0
+sagemaker-kernel-wrapper|0.0.5|0.0.5
+sagemaker-mlflow|0.1.0|0.1.0
+sagemaker-python-sdk|2.245.0|2.245.0
+sagemaker-studio|1.0.19|1.0.19
+sagemaker-studio-analytics-extension|0.2.0|0.2.0
+sagemaker-studio-cli|1.0.6|1.0.6
+sagemaker-studio-dataengineering-extensions|1.1.3|1.1.3
+sagemaker-studio-dataengineering-sessions|1.1.4|1.1.4
+seaborn|0.13.2|0.13.2
+supervisor|4.2.5|4.2.5
+tensorflow|2.18.0|2.18.0
+tf-keras|2.18.0|2.18.0
+py-xgboost-cpu| |2.1.4