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upload images in README
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aiueola committed Jun 28, 2023
1 parent 88b2905 commit cb97b9f
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10 changes: 5 additions & 5 deletions README.md
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# SCOPE-RL: A Python library for offline reinforcement learning, off-policy evaluation, and selection

<div align="center"><img src="./docs/_static/images/logo.png" width="100%"/></div>
<div align="center"><img src="./images/logo.png" width="100%"/></div>

<details>
<summary><strong>Table of Contents </strong>(click to expand)</summary>
Expand Down Expand Up @@ -298,7 +298,7 @@ ope.visualize_off_policy_estimates(
sharey=True,
)
```
<div align="center"><img src="./docs/_static/images/ope_policy_value_basic.png" width="100%"/></div>
<div align="center"><img src="./images/ope_policy_value_basic.png" width="100%"/></div>
<figcaption>
<p align="center">
Policy Value Estimated by OPE Estimators
Expand Down Expand Up @@ -342,7 +342,7 @@ cvar_dict = cd_ope.estimate_conditional_value_at_risk(input_dict, alphas=0.3)
# estimate and visualize the cumulative distribution function of the policy performance
cd_ope.visualize_cumulative_distribution_function(input_dict, n_cols=4)
```
<div align="center"><img src="./docs/_static/images/ope_cumulative_distribution_function.png" width="100%"/></div>
<div align="center"><img src="./images/ope_cumulative_distribution_function.png" width="100%"/></div>
<figcaption>
<p align="center">
Cumulative Distribution Function Estimated by OPE Estimators
Expand Down Expand Up @@ -378,7 +378,7 @@ ops.visualize_topk_policy_value_selected_by_standard_ope(
safety_criteria=1.0,
)
```
<div align="center"><img src="./docs/_static/images/ops_topk_lower_quartile.png" width="100%"/></div>
<div align="center"><img src="./images/ops_topk_lower_quartile.png" width="100%"/></div>
<figcaption>
<p align="center">
Comparison of the Top-k Statistics of 10% Lower Quartile of Policy Value
Expand All @@ -401,7 +401,7 @@ ops.visualize_cvar_for_validation(
share_axes=True,
)
```
<div align="center"><img src="./docs/_static/images/ops_variance_validation.png" width="100%"/></div>
<div align="center"><img src="./images/ops_variance_validation.png" width="100%"/></div>
<figcaption>
<p align="center">
Validation of Estimated and Ground-truth Variance of Policy Value
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2 changes: 1 addition & 1 deletion setup.py
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Expand Up @@ -34,7 +34,7 @@ def _requirements_from_text(filename):
install_requires=_requirements_from_text("requirements.txt"),
license="Apache License 2.0",
packages=find_packages(
exclude=[".github", "docs", "examples", "images", "tests"],
exclude=[".github", "docs", "examples", "tests"],
),
classifiers=[
"Intended Audience :: Science/Research",
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