RTD 2.0.0 #708

fhswf · Feb 21, 2025 · 1e9f08e · 1e9f08e
1 parent dc12a7a
commit 1e9f08e
Show file tree

Hide file tree

Showing 92 changed files with 50 additions and 96 deletions.
diff --git a/doc/rtd/content/99_appendices/appendix2/sub/01_core.rst.off b/doc/rtd/content/99_appendices/appendix2/sub/01_core.rst.off
diff --git a/doc/rtd/content/99_appendices/appendix2/sub/02_pool.rst.off b/doc/rtd/content/99_appendices/appendix2/sub/02_pool.rst.off
diff --git a/...ix2/sub/mlpro_bf/01_layer0_elementary.rst → ...ix2/sub/mlpro_bf/10_layer0_elementary.rst b/...ix2/sub/mlpro_bf/01_layer0_elementary.rst → ...ix2/sub/mlpro_bf/10_layer0_elementary.rst
diff --git a/...x2/sub/mlpro_bf/02_layer1_computation.rst → ...x2/sub/mlpro_bf/20_layer1_computation.rst b/...x2/sub/mlpro_bf/02_layer1_computation.rst → ...x2/sub/mlpro_bf/20_layer1_computation.rst
diff --git a/...x2/sub/mlpro_bf/03_layer2_mathematics.rst → ...x2/sub/mlpro_bf/30_layer2_mathematics.rst b/...x2/sub/mlpro_bf/03_layer2_mathematics.rst → ...x2/sub/mlpro_bf/30_layer2_mathematics.rst
diff --git a/...lpro_bf/04_layer3_application_support.rst → ...lpro_bf/40_layer3_application_support.rst b/...lpro_bf/04_layer3_application_support.rst → ...lpro_bf/40_layer3_application_support.rst
diff --git a/...b/mlpro_bf/05_layer4_machine_learning.rst → ...b/mlpro_bf/50_layer4_machine_learning.rst b/...b/mlpro_bf/05_layer4_machine_learning.rst → ...b/mlpro_bf/50_layer4_machine_learning.rst
diff --git a/...ndices/appendix2/sub/pool/10_mlpro.bf.rst → ...ppendix2/sub/mlpro_bf/90_pool_objects.rst b/...ndices/appendix2/sub/pool/10_mlpro.bf.rst → ...ppendix2/sub/mlpro_bf/90_pool_objects.rst
@@ -1,9 +1,9 @@
 .. _target_api_pool_bf:
-MLPro-BF - Basic Functions
-==========================
+Pool objects
+============
 
 .. toctree::
    :maxdepth: 3
    :glob:
 
-   mlpro_bf/*
+   pool/*
diff --git a/...ndix2/sub/pool/mlpro_bf/01_bf_streams.rst → ...ndix2/sub/mlpro_bf/pool/01_bf_streams.rst b/...ndix2/sub/pool/mlpro_bf/01_bf_streams.rst → ...ndix2/sub/mlpro_bf/pool/01_bf_streams.rst
diff --git a/...ndix2/sub/pool/mlpro_bf/02_bf_systems.rst → ...ndix2/sub/mlpro_bf/pool/02_bf_systems.rst b/...ndix2/sub/pool/mlpro_bf/02_bf_systems.rst → ...ndix2/sub/mlpro_bf/pool/02_bf_systems.rst
diff --git a/...b/pool/mlpro_bf/bf_streams/01_streams.rst → ...b/mlpro_bf/pool/bf_streams/01_streams.rst b/...b/pool/mlpro_bf/bf_streams/01_streams.rst → ...b/mlpro_bf/pool/bf_streams/01_streams.rst
diff --git a/...sub/pool/mlpro_bf/bf_streams/02_tasks.rst → ...sub/mlpro_bf/pool/bf_streams/02_tasks.rst b/...sub/pool/mlpro_bf/bf_streams/02_tasks.rst → ...sub/mlpro_bf/pool/bf_streams/02_tasks.rst
diff --git a/.../pool/mlpro_bf/bf_streams/03_samplers.rst → .../mlpro_bf/pool/bf_streams/03_samplers.rst b/.../pool/mlpro_bf/bf_streams/03_samplers.rst → .../mlpro_bf/pool/bf_streams/03_samplers.rst
diff --git a/...mlpro_bf/bf_streams/samplers/min_wise.rst → ..._bf/pool/bf_streams/samplers/min_wise.rst b/...mlpro_bf/bf_streams/samplers/min_wise.rst → ..._bf/pool/bf_streams/samplers/min_wise.rst
diff --git a/...l/mlpro_bf/bf_streams/samplers/random.rst → ...ro_bf/pool/bf_streams/samplers/random.rst b/...l/mlpro_bf/bf_streams/samplers/random.rst → ...ro_bf/pool/bf_streams/samplers/random.rst
diff --git a/...lpro_bf/bf_streams/samplers/reservoir.rst → ...bf/pool/bf_streams/samplers/reservoir.rst b/...lpro_bf/bf_streams/samplers/reservoir.rst → ...bf/pool/bf_streams/samplers/reservoir.rst
diff --git a/...f/bf_streams/samplers/weighted_random.rst → ...l/bf_streams/samplers/weighted_random.rst b/...f/bf_streams/samplers/weighted_random.rst → ...l/bf_streams/samplers/weighted_random.rst
diff --git a/...ro_bf/bf_streams/streams/001_csv_file.rst → .../pool/bf_streams/streams/001_csv_file.rst b/...ro_bf/bf_streams/streams/001_csv_file.rst → .../pool/bf_streams/streams/001_csv_file.rst
diff --git a/...lpro_bf/bf_streams/streams/002_rnd10d.rst → ...bf/pool/bf_streams/streams/002_rnd10d.rst b/...lpro_bf/bf_streams/streams/002_rnd10d.rst → ...bf/pool/bf_streams/streams/002_rnd10d.rst
diff --git a/...bf_streams/streams/003_doublespiral2d.rst → ...bf_streams/streams/003_doublespiral2d.rst b/...bf_streams/streams/003_doublespiral2d.rst → ...bf_streams/streams/003_doublespiral2d.rst
diff --git a/...bf_streams/streams/004_point_outliers.rst → ...bf_streams/streams/004_point_outliers.rst b/...bf_streams/streams/004_point_outliers.rst → ...bf_streams/streams/004_point_outliers.rst
diff --git a/...lpro_bf/bf_streams/streams/005_clouds.rst → ...bf/pool/bf_streams/streams/005_clouds.rst b/...lpro_bf/bf_streams/streams/005_clouds.rst → ...bf/pool/bf_streams/streams/005_clouds.rst
diff --git a/...ool/mlpro_bf/bf_streams/tasks/deriver.rst → ...lpro_bf/pool/bf_streams/tasks/deriver.rst b/...ool/mlpro_bf/bf_streams/tasks/deriver.rst → ...lpro_bf/pool/bf_streams/tasks/deriver.rst
diff --git a/...treams-Tasks-Deriver_class_diagram.drawio → ...treams-Tasks-Deriver_class_diagram.drawio b/...treams-Tasks-Deriver_class_diagram.drawio → ...treams-Tasks-Deriver_class_diagram.drawio
diff --git a/...ms-Tasks-Deriver_class_diagram.drawio.png → ...ms-Tasks-Deriver_class_diagram.drawio.png b/...ms-Tasks-Deriver_class_diagram.drawio.png → ...ms-Tasks-Deriver_class_diagram.drawio.png
diff --git a/...ams-Tasks-Rearranger_class_diagram.drawio → ...ams-Tasks-Rearranger_class_diagram.drawio b/...ams-Tasks-Rearranger_class_diagram.drawio → ...ams-Tasks-Rearranger_class_diagram.drawio
diff --git a/...Tasks-Rearranger_class_diagram.drawio.png → ...Tasks-Rearranger_class_diagram.drawio.png b/...Tasks-Rearranger_class_diagram.drawio.png → ...Tasks-Rearranger_class_diagram.drawio.png
diff --git a/...Streams-Tasks-Window_class_diagram.drawio → ...Streams-Tasks-Window_class_diagram.drawio b/...Streams-Tasks-Window_class_diagram.drawio → ...Streams-Tasks-Window_class_diagram.drawio
diff --git a/...ams-Tasks-Window_class_diagram.drawio.png → ...ams-Tasks-Window_class_diagram.drawio.png b/...ams-Tasks-Window_class_diagram.drawio.png → ...ams-Tasks-Window_class_diagram.drawio.png
diff --git a/.../mlpro_bf/bf_streams/tasks/rearranger.rst → ...o_bf/pool/bf_streams/tasks/rearranger.rst b/.../mlpro_bf/bf_streams/tasks/rearranger.rst → ...o_bf/pool/bf_streams/tasks/rearranger.rst
diff --git a/...ool/mlpro_bf/bf_streams/tasks/windows.rst → ...lpro_bf/pool/bf_streams/tasks/windows.rst b/...ool/mlpro_bf/bf_streams/tasks/windows.rst → ...lpro_bf/pool/bf_streams/tasks/windows.rst
diff --git a/...tems/01_double_pendulum_native_system.rst → ...tems/01_double_pendulum_native_system.rst b/...tems/01_double_pendulum_native_system.rst → ...tems/01_double_pendulum_native_system.rst
diff --git a/...-BF-MultiSystems_class_diagram.drawio.png → ...-BF-MultiSystems_class_diagram.drawio.png b/...-BF-MultiSystems_class_diagram.drawio.png → ...-BF-MultiSystems_class_diagram.drawio.png
diff --git a/...DoublePendulumSystem_class_diagram.drawio → ...DoublePendulumSystem_class_diagram.drawio b/...DoublePendulumSystem_class_diagram.drawio → ...DoublePendulumSystem_class_diagram.drawio
diff --git a/...lePendulumSystem_class_diagram.drawio.png → ...lePendulumSystem_class_diagram.drawio.png b/...lePendulumSystem_class_diagram.drawio.png → ...lePendulumSystem_class_diagram.drawio.png
diff --git a/...pendices/appendix2/sub/mlpro_gt/01_dg.rst → ...pendices/appendix2/sub/mlpro_gt/10_dg.rst b/...pendices/appendix2/sub/mlpro_gt/01_dg.rst → ...pendices/appendix2/sub/mlpro_gt/10_dg.rst
diff --git a/...ices/appendix2/sub/mlpro_gt/02_native.rst → ...ices/appendix2/sub/mlpro_gt/20_native.rst b/...ices/appendix2/sub/mlpro_gt/02_native.rst → ...ices/appendix2/sub/mlpro_gt/20_native.rst
diff --git a/...ndices/appendix2/sub/pool/50_mlpro.gt.rst → ...ppendix2/sub/mlpro_gt/90_pool_objects.rst b/...ndices/appendix2/sub/pool/50_mlpro.gt.rst → ...ppendix2/sub/mlpro_gt/90_pool_objects.rst
@@ -1,10 +1,10 @@
 .. _target_api_pool_gt:
-MLPro-GT - Game Theory
-======================
+Pool objects
+============
 
 .. toctree::
    :maxdepth: 3
    :glob:
 
-   mlpro_gt/*
+   pool/*
 
diff --git a/...ces/appendix2/sub/pool/mlpro_gt/01_dg.rst → ...ces/appendix2/sub/mlpro_gt/pool/01_dg.rst b/...ces/appendix2/sub/pool/mlpro_gt/01_dg.rst → ...ces/appendix2/sub/mlpro_gt/pool/01_dg.rst
diff --git a/...appendix2/sub/pool/mlpro_gt/02_native.rst → ...appendix2/sub/mlpro_gt/pool/02_native.rst b/...appendix2/sub/pool/mlpro_gt/02_native.rst → ...appendix2/sub/mlpro_gt/pool/02_native.rst
diff --git a/...pendix2/sub/pool/mlpro_gt/dg/01_games.rst → ...pendix2/sub/mlpro_gt/pool/dg/01_games.rst b/...pendix2/sub/pool/mlpro_gt/dg/01_games.rst → ...pendix2/sub/mlpro_gt/pool/dg/01_games.rst
diff --git a/...sub/pool/mlpro_gt/dg/game_boards/bglp.rst → ...sub/mlpro_gt/pool/dg/game_boards/bglp.rst b/...sub/pool/mlpro_gt/dg/game_boards/bglp.rst → ...sub/mlpro_gt/pool/dg/game_boards/bglp.rst
diff --git a/...lpro_gt/dg/game_boards/multi_cartpole.rst → ...gt/pool/dg/game_boards/multi_cartpole.rst b/...lpro_gt/dg/game_boards/multi_cartpole.rst → ...gt/pool/dg/game_boards/multi_cartpole.rst
diff --git a/...ix2/sub/pool/mlpro_gt/native/01_games.rst → ...ix2/sub/mlpro_gt/pool/native/01_games.rst b/...ix2/sub/pool/mlpro_gt/native/01_games.rst → ...ix2/sub/mlpro_gt/pool/native/01_games.rst
diff --git a/...2/sub/pool/mlpro_gt/native/02_solvers.rst → ...2/sub/mlpro_gt/pool/native/02_solvers.rst b/...2/sub/pool/mlpro_gt/native/02_solvers.rst → ...2/sub/mlpro_gt/pool/native/02_solvers.rst
diff --git a/...o_gt/native/games/prisonersdilemma_2p.rst → ...pool/native/games/prisonersdilemma_2p.rst b/...o_gt/native/games/prisonersdilemma_2p.rst → ...pool/native/games/prisonersdilemma_2p.rst
diff --git a/...o_gt/native/games/prisonersdilemma_3p.rst → ...pool/native/games/prisonersdilemma_3p.rst b/...o_gt/native/games/prisonersdilemma_3p.rst → ...pool/native/games/prisonersdilemma_3p.rst
diff --git a/...pro_gt/native/games/rockpaperscissors.rst → ...t/pool/native/games/rockpaperscissors.rst b/...pro_gt/native/games/rockpaperscissors.rst → ...t/pool/native/games/rockpaperscissors.rst
diff --git a/...ro_gt/native/games/routingproblems_3p.rst → .../pool/native/games/routingproblems_3p.rst b/...ro_gt/native/games/routingproblems_3p.rst → .../pool/native/games/routingproblems_3p.rst
diff --git a/...mlpro_gt/native/games/supplydemand_3p.rst → ..._gt/pool/native/games/supplydemand_3p.rst b/...mlpro_gt/native/games/supplydemand_3p.rst → ..._gt/pool/native/games/supplydemand_3p.rst
diff --git a/.../mlpro_gt/native/solvers/greedypolicy.rst → ...o_gt/pool/native/solvers/greedypolicy.rst b/.../mlpro_gt/native/solvers/greedypolicy.rst → ...o_gt/pool/native/solvers/greedypolicy.rst
diff --git a/.../mlpro_gt/native/solvers/randomsolver.rst → ...o_gt/pool/native/solvers/randomsolver.rst b/.../mlpro_gt/native/solvers/randomsolver.rst → ...o_gt/pool/native/solvers/randomsolver.rst
diff --git a/...ppendix2/sub/mlpro_rl/01_environments.rst → ...ppendix2/sub/mlpro_rl/10_environments.rst b/...ppendix2/sub/mlpro_rl/01_environments.rst → ...ppendix2/sub/mlpro_rl/10_environments.rst
diff --git a/.../appendix2/sub/mlpro_rl/02_env_models.rst → .../appendix2/sub/mlpro_rl/20_env_models.rst b/.../appendix2/sub/mlpro_rl/02_env_models.rst → .../appendix2/sub/mlpro_rl/20_env_models.rst
@@ -1,5 +1,5 @@
 .. _target_api_rl_env_ada:
-RL-ENV-ADA - Environment Models
+RL-ENV-ADA - Environment models
 ===============================
 
 .. image:: images/01_environments/MLPro-RL-Env-Ada_class_diagram.drawio.png

diff --git a/...ices/appendix2/sub/mlpro_rl/11_agents.rst → ...ices/appendix2/sub/mlpro_rl/30_agents.rst b/...ices/appendix2/sub/mlpro_rl/11_agents.rst → ...ices/appendix2/sub/mlpro_rl/30_agents.rst
diff --git a/...x2/sub/mlpro_rl/21_scenarios_training.rst → ...x2/sub/mlpro_rl/40_scenarios_training.rst b/...x2/sub/mlpro_rl/21_scenarios_training.rst → ...x2/sub/mlpro_rl/40_scenarios_training.rst
@@ -1,5 +1,5 @@
 .. _target_api_rl_run_train:
-RL-TRAIN - Scenarios, Training and Tuning
+RL-TRAIN - Scenarios, training and tuning
 =========================================
 
 .. image:: images/03_run_and_train/MLPro-RL-Train_class_diagram.drawio.png

diff --git a/doc/rtd/content/99_appendices/appendix2/sub/mlpro_rl/90_pool_objects.rst b/doc/rtd/content/99_appendices/appendix2/sub/mlpro_rl/90_pool_objects.rst
@@ -0,0 +1,10 @@
+.. _target_api_pool_rl:
+Pool objects
+============
+
+.. toctree::
+   :maxdepth: 3
+   :glob:
+
+   pool/*
+
diff --git a/...2/sub/pool/mlpro_rl/01_actionplanners.rst → ...2/sub/mlpro_rl/pool/01_actionplanners.rst b/...2/sub/pool/mlpro_rl/01_actionplanners.rst → ...2/sub/mlpro_rl/pool/01_actionplanners.rst
diff --git a/...ix2/sub/pool/mlpro_rl/02_environments.rst → ...ix2/sub/mlpro_rl/pool/02_environments.rst b/...ix2/sub/pool/mlpro_rl/02_environments.rst → ...ix2/sub/mlpro_rl/pool/02_environments.rst
diff --git a/...pendix2/sub/pool/mlpro_rl/03_policies.rst → ...pendix2/sub/mlpro_rl/pool/03_policies.rst b/...pendix2/sub/pool/mlpro_rl/03_policies.rst → ...pendix2/sub/mlpro_rl/pool/03_policies.rst
diff --git a/...ix2/sub/pool/mlpro_rl/04_sars_buffers.rst → ...ix2/sub/mlpro_rl/pool/04_sars_buffers.rst b/...ix2/sub/pool/mlpro_rl/04_sars_buffers.rst → ...ix2/sub/mlpro_rl/pool/04_sars_buffers.rst
diff --git a/...sub/pool/mlpro_rl/action_planners/mpc.rst → ...sub/mlpro_rl/pool/action_planners/mpc.rst b/...sub/pool/mlpro_rl/action_planners/mpc.rst → ...sub/mlpro_rl/pool/action_planners/mpc.rst
diff --git a/..._rl/environments/2Dcollisiondetection.rst → ...ool/environments/2Dcollisiondetection.rst b/..._rl/environments/2Dcollisiondetection.rst → ...ool/environments/2Dcollisiondetection.rst
diff --git a/...2/sub/pool/mlpro_rl/environments/bglp.rst → ...2/sub/mlpro_rl/pool/environments/bglp.rst b/...2/sub/pool/mlpro_rl/environments/bglp.rst → ...2/sub/mlpro_rl/pool/environments/bglp.rst
diff --git a/...mlpro_rl/environments/double_pendulum.rst → ..._rl/pool/environments/double_pendulum.rst b/...mlpro_rl/environments/double_pendulum.rst → ..._rl/pool/environments/double_pendulum.rst
diff --git a/...pool/mlpro_rl/environments/grid_world.rst → ...mlpro_rl/pool/environments/grid_world.rst b/...pool/mlpro_rl/environments/grid_world.rst → ...mlpro_rl/pool/environments/grid_world.rst
diff --git a/...ro-RL-DoublePendulum-class-diagram.drawio → ...ro-RL-DoublePendulum-class-diagram.drawio b/...ro-RL-DoublePendulum-class-diagram.drawio → ...ro-RL-DoublePendulum-class-diagram.drawio
diff --git a/...L-DoublePendulum-class-diagram.drawio.png → ...L-DoublePendulum-class-diagram.drawio.png b/...L-DoublePendulum-class-diagram.drawio.png → ...L-DoublePendulum-class-diagram.drawio.png
diff --git a/.../mlpro_rl/environments/multi_cartpole.rst → ...o_rl/pool/environments/multi_cartpole.rst b/.../mlpro_rl/environments/multi_cartpole.rst → ...o_rl/pool/environments/multi_cartpole.rst
diff --git a/...pro_rl/environments/robot_manipulator.rst → ...l/pool/environments/robot_manipulator.rst b/...pro_rl/environments/robot_manipulator.rst → ...l/pool/environments/robot_manipulator.rst
diff --git a/...dix2/sub/pool/mlpro_rl/policies/dummy.rst → ...dix2/sub/mlpro_rl/pool/policies/dummy.rst b/...dix2/sub/pool/mlpro_rl/policies/dummy.rst → ...dix2/sub/mlpro_rl/pool/policies/dummy.rst
diff --git a/...ix2/sub/pool/mlpro_rl/policies/random.rst → ...ix2/sub/mlpro_rl/pool/policies/random.rst b/...ix2/sub/pool/mlpro_rl/policies/random.rst → ...ix2/sub/mlpro_rl/pool/policies/random.rst
diff --git a/...pro_rl/sars_buffers/prioritizedbuffer.rst → ...l/pool/sars_buffers/prioritizedbuffer.rst b/...pro_rl/sars_buffers/prioritizedbuffer.rst → ...l/pool/sars_buffers/prioritizedbuffer.rst
diff --git a/...lpro_rl/sars_buffers/randomsarsbuffer.rst → ...rl/pool/sars_buffers/randomsarsbuffer.rst b/...lpro_rl/sars_buffers/randomsarsbuffer.rst → ...rl/pool/sars_buffers/randomsarsbuffer.rst
diff --git a/...ices/appendix2/sub/mlpro_sl/01_basics.rst → ...ices/appendix2/sub/mlpro_sl/10_basics.rst b/...ices/appendix2/sub/mlpro_sl/01_basics.rst → ...ices/appendix2/sub/mlpro_sl/10_basics.rst
diff --git a/...endices/appendix2/sub/mlpro_sl/02_fnn.rst → ...endices/appendix2/sub/mlpro_sl/20_fnn.rst b/...endices/appendix2/sub/mlpro_sl/02_fnn.rst → ...endices/appendix2/sub/mlpro_sl/20_fnn.rst
diff --git a/doc/rtd/content/99_appendices/appendix2/sub/mlpro_sl/90_pool_objects.rst b/doc/rtd/content/99_appendices/appendix2/sub/mlpro_sl/90_pool_objects.rst
@@ -0,0 +1,9 @@
+.. _target_api_pool_sl:
+Pool objects
+============
+
+.. toctree::
+   :maxdepth: 3
+   :glob:
+
+   pool/*
diff --git a/...b/pool/mlpro_sl/01_adaptive_functions.rst → ...b/mlpro_sl/pool/01_adaptive_functions.rst b/...b/pool/mlpro_sl/01_adaptive_functions.rst → ...b/mlpro_sl/pool/01_adaptive_functions.rst
diff --git a/...ol/mlpro_sl/afct/afct_fnn_pytorch_mlp.rst → ...pro_sl/pool/afct/afct_fnn_pytorch_mlp.rst b/...ol/mlpro_sl/afct/afct_fnn_pytorch_mlp.rst → ...pro_sl/pool/afct/afct_fnn_pytorch_mlp.rst
diff --git a/...2/sub/pool/mlpro_sl/afct/afct_pytorch.rst → ...2/sub/mlpro_sl/pool/afct/afct_pytorch.rst b/...2/sub/pool/mlpro_sl/afct/afct_pytorch.rst → ...2/sub/mlpro_sl/pool/afct/afct_pytorch.rst
diff --git a/...ool-afct-fnn-pytorch_class_diagram.drawio → ...ool-afct-fnn-pytorch_class_diagram.drawio b/...ool-afct-fnn-pytorch_class_diagram.drawio → ...ool-afct-fnn-pytorch_class_diagram.drawio
diff --git a/...afct-fnn-pytorch_class_diagram.drawio.png → ...afct-fnn-pytorch_class_diagram.drawio.png b/...afct-fnn-pytorch_class_diagram.drawio.png → ...afct-fnn-pytorch_class_diagram.drawio.png
diff --git a/...SL-pool-afct-pytorch_class_diagram.drawio → ...SL-pool-afct-pytorch_class_diagram.drawio b/...SL-pool-afct-pytorch_class_diagram.drawio → ...SL-pool-afct-pytorch_class_diagram.drawio
diff --git a/...ool-afct-pytorch_class_diagram.drawio.png → ...ool-afct-pytorch_class_diagram.drawio.png b/...ool-afct-pytorch_class_diagram.drawio.png → ...ool-afct-pytorch_class_diagram.drawio.png
diff --git a/doc/rtd/content/99_appendices/appendix2/sub/pool/20_mlpro.sl.rst b/doc/rtd/content/99_appendices/appendix2/sub/pool/20_mlpro.sl.rst
diff --git a/doc/rtd/content/99_appendices/appendix2/sub/pool/30_mlpro.oa.rst b/doc/rtd/content/99_appendices/appendix2/sub/pool/30_mlpro.oa.rst
diff --git a/doc/rtd/content/99_appendices/appendix2/sub/pool/40_mlpro.rl.rst b/doc/rtd/content/99_appendices/appendix2/sub/pool/40_mlpro.rl.rst
diff --git a/doc/rtd/content/99_appendices/appendix2/sub/pool/mlpro_oa/10_streams.rst b/doc/rtd/content/99_appendices/appendix2/sub/pool/mlpro_oa/10_streams.rst
diff --git a/doc/rtd/content/99_appendices/appendix2/sub/pool/mlpro_oa/20_systems.rst.off b/doc/rtd/content/99_appendices/appendix2/sub/pool/mlpro_oa/20_systems.rst.off
diff --git a/doc/rtd/content/99_appendices/appendix2/sub/pool/mlpro_oa/systems/.gitkeep b/doc/rtd/content/99_appendices/appendix2/sub/pool/mlpro_oa/systems/.gitkeep
diff --git a/doc/rtd/content/99_appendices/appendix2/sub/pool/mlpro_sl/.gitkeep b/doc/rtd/content/99_appendices/appendix2/sub/pool/mlpro_sl/.gitkeep
diff --git a/doc/rtd/index.rst b/doc/rtd/index.rst
@@ -6,14 +6,24 @@
 MLPro - Elevate Your Machine Learning Journey
 #############################################
 
-Welcome to MLPro - the integrative middleware framework for standardized machine learning in Python!
+**Welcome to MLPro - the integrative middleware framework for standardized machine learning in Python!**
 
-MLPro
-   - enables hybrid ML applications in just one framework
-   - provides complete process landscapes and powerful ML templates on a scientific level
-   - integrates a growing number of :ref:`proven ML packages <target_wrappers>` 
-   - enables comparable and reproducible results in publications
-   - is open source and even commercially usable (`Apache License 2.0 <https://github.com/fhswf/MLPro/blob/main/LICENSE>`_)
+.. raw:: html
+
+    <div style="max-width: 840px; text-align: justify; margin: 0;">
+      💡 Machine learning frameworks often focus on specific algorithms or isolated tasks, leaving you to bridge
+      the gaps between tools, workflows, and real-world applications. MLPro takes a different approach: Instead 
+      of just another toolbox, it provides a structured foundation with powerful processes and reusable templates 
+      designed to bring standardization and productivity to your ML development.<br><br>
+
+      📐 Whether you're a researcher exploring new methods, a developer building intelligent systems, or a student 
+      discovering the world of machine learning, MLPro gives you the structure and flexibility to elevate your ML projects to the 
+      next level.<br><br>
+
+      🔓 MLPro is fully open source and licensed under <a href="https://github.com/fhswf/MLPro?tab=Apache-2.0-1-ov-file#readme" target="_blank">Apache 2.0</a>, giving you the freedom to innovate, customize, and contribute.<br><br>
+
+      ✨ Start exploring MLPro and take your machine learning journey further! <br><br>
+    </div>
 
 
 .. |welcome| image:: content/00_start_page/images/welcome.png
@@ -69,24 +79,21 @@ MLPro
 
 .. |mlpro_anaconda| image:: content/00_start_page/images/anaconda.png
    :target: https://anaconda.org/mlpro/mlpro
-   :scale: 11 %
+   :scale: 10 %
 
 .. |mlpro_github| image:: content/00_start_page/images/github.png
    :target: https://github.com/fhswf/MLPro
    :scale: 2 %
 
-.. |mlpro_rg| image:: content/00_start_page/images/researchgate.jpeg
-   :target: https://www.researchgate.net/project/MLPro-A-Synoptic-Framework-for-Standardized-Machine-Learning-Tasks-in-Python
-   :scale: 6 %
-
 
-MLPro is also present on...
+🌐 MLPro is available on...
 
 .. list-table::
+   :widths: 33 33 33
 
-   * - |mlpro_pypi| `Python Package Index <https://pypi.org/project/mlpro>`_
-     - |mlpro_anaconda| `Anaconda.org <https://anaconda.org/mlpro/mlpro>`_
-     - |mlpro_github| `GitHub <https://github.com/fhswf/MLPro>`_
+   * - |mlpro_pypi|     `PyPI <https://pypi.org/project/mlpro>`_
+     - |mlpro_anaconda| `Anaconda <https://anaconda.org/mlpro/mlpro>`_
+     - |mlpro_github|   `GitHub <https://github.com/fhswf/MLPro>`_