diff --git a/docs/federate/_static/image/4animals.png b/docs/federate/_static/image/4animals.png
index f4070db..2a6e936 100644
Binary files a/docs/federate/_static/image/4animals.png and b/docs/federate/_static/image/4animals.png differ
diff --git a/docs/federate/_static/image/FedML-Android-Arch.jpg b/docs/federate/_static/image/FedML-Android-Arch.jpg
index 67f7ee1..9d209e1 100644
Binary files a/docs/federate/_static/image/FedML-Android-Arch.jpg and b/docs/federate/_static/image/FedML-Android-Arch.jpg differ
diff --git a/docs/federate/_static/image/MLOps.png b/docs/federate/_static/image/MLOps.png
index 2063e5b..04dff3a 100644
Binary files a/docs/federate/_static/image/MLOps.png and b/docs/federate/_static/image/MLOps.png differ
diff --git a/docs/federate/_static/image/MLOps_edge_devices.png b/docs/federate/_static/image/MLOps_edge_devices.png
index 8408768..de2c1a7 100644
Binary files a/docs/federate/_static/image/MLOps_edge_devices.png and b/docs/federate/_static/image/MLOps_edge_devices.png differ
diff --git a/docs/federate/_static/image/MLOps_experimental_tracking_curve.png b/docs/federate/_static/image/MLOps_experimental_tracking_curve.png
index ec6311f..034218e 100644
Binary files a/docs/federate/_static/image/MLOps_experimental_tracking_curve.png and b/docs/federate/_static/image/MLOps_experimental_tracking_curve.png differ
diff --git a/docs/federate/_static/image/MLOps_experimental_tracking_logging.png b/docs/federate/_static/image/MLOps_experimental_tracking_logging.png
index ce702e0..d813fcf 100644
Binary files a/docs/federate/_static/image/MLOps_experimental_tracking_logging.png and b/docs/federate/_static/image/MLOps_experimental_tracking_logging.png differ
diff --git a/docs/federate/_static/image/MLOps_experimental_tracking_status.png b/docs/federate/_static/image/MLOps_experimental_tracking_status.png
index 0a4eb58..789181d 100644
Binary files a/docs/federate/_static/image/MLOps_experimental_tracking_status.png and b/docs/federate/_static/image/MLOps_experimental_tracking_status.png differ
diff --git a/docs/federate/_static/image/MLOps_experimental_tracking_system.png b/docs/federate/_static/image/MLOps_experimental_tracking_system.png
index 34972c4..37e2eee 100644
Binary files a/docs/federate/_static/image/MLOps_experimental_tracking_system.png and b/docs/federate/_static/image/MLOps_experimental_tracking_system.png differ
diff --git a/docs/federate/_static/image/MLOps_group_management.png b/docs/federate/_static/image/MLOps_group_management.png
index 59c3a5c..d40e976 100644
Binary files a/docs/federate/_static/image/MLOps_group_management.png and b/docs/federate/_static/image/MLOps_group_management.png differ
diff --git a/docs/federate/_static/image/MLOps_invite_collaborators.png b/docs/federate/_static/image/MLOps_invite_collaborators.png
index a7f8b25..0ca8d38 100644
Binary files a/docs/federate/_static/image/MLOps_invite_collaborators.png and b/docs/federate/_static/image/MLOps_invite_collaborators.png differ
diff --git a/docs/federate/_static/image/MLOps_workflow.png b/docs/federate/_static/image/MLOps_workflow.png
index 04d39bb..4382280 100644
Binary files a/docs/federate/_static/image/MLOps_workflow.png and b/docs/federate/_static/image/MLOps_workflow.png differ
diff --git a/docs/federate/_static/image/MNN_clone_on_MobileNN_folder.png b/docs/federate/_static/image/MNN_clone_on_MobileNN_folder.png
index afff62b..c020e4b 100644
Binary files a/docs/federate/_static/image/MNN_clone_on_MobileNN_folder.png and b/docs/federate/_static/image/MNN_clone_on_MobileNN_folder.png differ
diff --git a/docs/federate/_static/image/SuccessInfo_ClientAgent.png b/docs/federate/_static/image/SuccessInfo_ClientAgent.png
index a177f3c..17ce471 100644
Binary files a/docs/federate/_static/image/SuccessInfo_ClientAgent.png and b/docs/federate/_static/image/SuccessInfo_ClientAgent.png differ
diff --git a/docs/federate/_static/image/accept_invitation.png b/docs/federate/_static/image/accept_invitation.png
index fe0fc6d..7fcb50e 100644
Binary files a/docs/federate/_static/image/accept_invitation.png and b/docs/federate/_static/image/accept_invitation.png differ
diff --git a/docs/federate/_static/image/android-pkg-uploading.png b/docs/federate/_static/image/android-pkg-uploading.png
index 4e8de0a..edf233b 100644
Binary files a/docs/federate/_static/image/android-pkg-uploading.png and b/docs/federate/_static/image/android-pkg-uploading.png differ
diff --git a/docs/federate/_static/image/android_ndk_build.png b/docs/federate/_static/image/android_ndk_build.png
index c5b5b37..6e1d9ab 100644
Binary files a/docs/federate/_static/image/android_ndk_build.png and b/docs/federate/_static/image/android_ndk_build.png differ
diff --git a/docs/federate/_static/image/android_running.jpeg b/docs/federate/_static/image/android_running.jpeg
index 747e552..7ac0fba 100644
Binary files a/docs/federate/_static/image/android_running.jpeg and b/docs/federate/_static/image/android_running.jpeg differ
diff --git a/docs/federate/_static/image/apioverview.jpg b/docs/federate/_static/image/apioverview.jpg
index a20b9cf..ea4e00b 100644
Binary files a/docs/federate/_static/image/apioverview.jpg and b/docs/federate/_static/image/apioverview.jpg differ
diff --git a/docs/federate/_static/image/architecture_for_website.png b/docs/federate/_static/image/architecture_for_website.png
index a07df41..a96ddae 100644
Binary files a/docs/federate/_static/image/architecture_for_website.png and b/docs/federate/_static/image/architecture_for_website.png differ
diff --git a/docs/federate/_static/image/backend_mlops.jpeg b/docs/federate/_static/image/backend_mlops.jpeg
index 10b4bd0..138426e 100644
Binary files a/docs/federate/_static/image/backend_mlops.jpeg and b/docs/federate/_static/image/backend_mlops.jpeg differ
diff --git a/docs/federate/_static/image/beehive-device.png b/docs/federate/_static/image/beehive-device.png
index 1225f6a..46104d5 100644
Binary files a/docs/federate/_static/image/beehive-device.png and b/docs/federate/_static/image/beehive-device.png differ
diff --git a/docs/federate/_static/image/beehive.jpeg b/docs/federate/_static/image/beehive.jpeg
index d5ae6ac..807b051 100644
Binary files a/docs/federate/_static/image/beehive.jpeg and b/docs/federate/_static/image/beehive.jpeg differ
diff --git a/docs/federate/_static/image/beehive_account.png b/docs/federate/_static/image/beehive_account.png
index f86b6cc..ce3dbd3 100644
Binary files a/docs/federate/_static/image/beehive_account.png and b/docs/federate/_static/image/beehive_account.png differ
diff --git a/docs/federate/_static/image/cheetah.jpeg b/docs/federate/_static/image/cheetah.jpeg
index 6e832ad..d4afb02 100644
Binary files a/docs/federate/_static/image/cheetah.jpeg and b/docs/federate/_static/image/cheetah.jpeg differ
diff --git a/docs/federate/_static/image/configuration_page.png b/docs/federate/_static/image/configuration_page.png
index b17c86f..13b6a5d 100644
Binary files a/docs/federate/_static/image/configuration_page.png and b/docs/federate/_static/image/configuration_page.png differ
diff --git a/docs/federate/_static/image/cross-silo-hi.png b/docs/federate/_static/image/cross-silo-hi.png
index 8bad04c..6a2ea4b 100644
Binary files a/docs/federate/_static/image/cross-silo-hi.png and b/docs/federate/_static/image/cross-silo-hi.png differ
diff --git a/docs/federate/_static/image/discussion.png b/docs/federate/_static/image/discussion.png
index fc72e58..d5a7705 100644
Binary files a/docs/federate/_static/image/discussion.png and b/docs/federate/_static/image/discussion.png differ
diff --git a/docs/federate/_static/image/docker_downloading.png b/docs/federate/_static/image/docker_downloading.png
index eb83b6c..b23cb88 100644
Binary files a/docs/federate/_static/image/docker_downloading.png and b/docs/federate/_static/image/docker_downloading.png differ
diff --git a/docs/federate/_static/image/edge_devices_overview.png b/docs/federate/_static/image/edge_devices_overview.png
index 141cbb6..b38adb3 100644
Binary files a/docs/federate/_static/image/edge_devices_overview.png and b/docs/federate/_static/image/edge_devices_overview.png differ
diff --git a/docs/federate/_static/image/fedcv.png b/docs/federate/_static/image/fedcv.png
index 422adc2..1e622aa 100644
Binary files a/docs/federate/_static/image/fedcv.png and b/docs/federate/_static/image/fedcv.png differ
diff --git a/docs/federate/_static/image/fedgraphnn.png b/docs/federate/_static/image/fedgraphnn.png
index f0958f0..496e91a 100644
Binary files a/docs/federate/_static/image/fedgraphnn.png and b/docs/federate/_static/image/fedgraphnn.png differ
diff --git a/docs/federate/_static/image/fediot.png b/docs/federate/_static/image/fediot.png
index 72a884b..d225f2e 100644
Binary files a/docs/federate/_static/image/fediot.png and b/docs/federate/_static/image/fediot.png differ
diff --git a/docs/federate/_static/image/fedml-topology.png b/docs/federate/_static/image/fedml-topology.png
index 7f4c97e..07ae717 100644
Binary files a/docs/federate/_static/image/fedml-topology.png and b/docs/federate/_static/image/fedml-topology.png differ
diff --git a/docs/federate/_static/image/fedml.png b/docs/federate/_static/image/fedml.png
index eb02b09..fc6354a 100644
Binary files a/docs/federate/_static/image/fedml.png and b/docs/federate/_static/image/fedml.png differ
diff --git a/docs/federate/_static/image/fedml_logo.png b/docs/federate/_static/image/fedml_logo.png
index faaa986..bfe5cbf 100644
Binary files a/docs/federate/_static/image/fedml_logo.png and b/docs/federate/_static/image/fedml_logo.png differ
diff --git a/docs/federate/_static/image/fedmlsecurity_overview.png b/docs/federate/_static/image/fedmlsecurity_overview.png
index 013cf15..0c08fd0 100644
Binary files a/docs/federate/_static/image/fedmlsecurity_overview.png and b/docs/federate/_static/image/fedmlsecurity_overview.png differ
diff --git a/docs/federate/_static/image/fednlp.png b/docs/federate/_static/image/fednlp.png
index 014722f..98c4697 100644
Binary files a/docs/federate/_static/image/fednlp.png and b/docs/federate/_static/image/fednlp.png differ
diff --git a/docs/federate/_static/image/get_account_id.png b/docs/federate/_static/image/get_account_id.png
index 39d06d6..700ead1 100644
Binary files a/docs/federate/_static/image/get_account_id.png and b/docs/federate/_static/image/get_account_id.png differ
diff --git a/docs/federate/_static/image/hi-fl.png b/docs/federate/_static/image/hi-fl.png
index 7df6d9a..92b1d7b 100644
Binary files a/docs/federate/_static/image/hi-fl.png and b/docs/federate/_static/image/hi-fl.png differ
diff --git a/docs/federate/_static/image/image-20220427163156825.png b/docs/federate/_static/image/image-20220427163156825.png
index 161d057..dc85bac 100644
Binary files a/docs/federate/_static/image/image-20220427163156825.png and b/docs/federate/_static/image/image-20220427163156825.png differ
diff --git a/docs/federate/_static/image/image-20220427163232194.png b/docs/federate/_static/image/image-20220427163232194.png
index 9c161ab..b9ec05f 100644
Binary files a/docs/federate/_static/image/image-20220427163232194.png and b/docs/federate/_static/image/image-20220427163232194.png differ
diff --git a/docs/federate/_static/image/image-20220427163350469.png b/docs/federate/_static/image/image-20220427163350469.png
index 1bfc0b7..1775af3 100644
Binary files a/docs/federate/_static/image/image-20220427163350469.png and b/docs/federate/_static/image/image-20220427163350469.png differ
diff --git a/docs/federate/_static/image/image-20220427171320365.png b/docs/federate/_static/image/image-20220427171320365.png
index 1d70617..9fc1565 100644
Binary files a/docs/federate/_static/image/image-20220427171320365.png and b/docs/federate/_static/image/image-20220427171320365.png differ
diff --git a/docs/federate/_static/image/image-20220427204703095.png b/docs/federate/_static/image/image-20220427204703095.png
index 632274d..7c57060 100644
Binary files a/docs/federate/_static/image/image-20220427204703095.png and b/docs/federate/_static/image/image-20220427204703095.png differ
diff --git a/docs/federate/_static/image/image-20220428113752425.png b/docs/federate/_static/image/image-20220428113752425.png
index 681ef4c..6d7c055 100644
Binary files a/docs/federate/_static/image/image-20220428113752425.png and b/docs/federate/_static/image/image-20220428113752425.png differ
diff --git a/docs/federate/_static/image/image-20220428113930309.png b/docs/federate/_static/image/image-20220428113930309.png
index 1908aae..ec31d2f 100644
Binary files a/docs/federate/_static/image/image-20220428113930309.png and b/docs/federate/_static/image/image-20220428113930309.png differ
diff --git a/docs/federate/_static/image/image-20220428114641519.png b/docs/federate/_static/image/image-20220428114641519.png
index 8178dd5..d9c4bce 100644
Binary files a/docs/federate/_static/image/image-20220428114641519.png and b/docs/federate/_static/image/image-20220428114641519.png differ
diff --git a/docs/federate/_static/image/img.png b/docs/federate/_static/image/img.png
index 8ef5381..85132b3 100644
Binary files a/docs/federate/_static/image/img.png and b/docs/federate/_static/image/img.png differ
diff --git a/docs/federate/_static/image/invite_collaborator.png b/docs/federate/_static/image/invite_collaborator.png
index 71d9948..4d636f1 100644
Binary files a/docs/federate/_static/image/invite_collaborator.png and b/docs/federate/_static/image/invite_collaborator.png differ
diff --git a/docs/federate/_static/image/launch_android_app.png b/docs/federate/_static/image/launch_android_app.png
index 5254288..1d68edb 100644
Binary files a/docs/federate/_static/image/launch_android_app.png and b/docs/federate/_static/image/launch_android_app.png differ
diff --git a/docs/federate/_static/image/logo-Info.svg b/docs/federate/_static/image/logo-Info.svg
index a31e153..d4c683c 100644
--- a/docs/federate/_static/image/logo-Info.svg
+++ b/docs/federate/_static/image/logo-Info.svg
@@ -1,125 +1 @@
-
-
-
+
\ No newline at end of file
diff --git a/docs/federate/_static/image/mission.png b/docs/federate/_static/image/mission.png
index 8b778a0..ff759ec 100644
Binary files a/docs/federate/_static/image/mission.png and b/docs/federate/_static/image/mission.png differ
diff --git a/docs/federate/_static/image/mlops0.png b/docs/federate/_static/image/mlops0.png
index 7ebd224..b02f779 100644
Binary files a/docs/federate/_static/image/mlops0.png and b/docs/federate/_static/image/mlops0.png differ
diff --git a/docs/federate/_static/image/mlops_create_application.png b/docs/federate/_static/image/mlops_create_application.png
index 94c5394..8a92fa5 100644
Binary files a/docs/federate/_static/image/mlops_create_application.png and b/docs/federate/_static/image/mlops_create_application.png differ
diff --git a/docs/federate/_static/image/mlops_invite.png b/docs/federate/_static/image/mlops_invite.png
index 8c81b82..28f3bdb 100644
Binary files a/docs/federate/_static/image/mlops_invite.png and b/docs/federate/_static/image/mlops_invite.png differ
diff --git a/docs/federate/_static/image/mlops_pkg_config.png b/docs/federate/_static/image/mlops_pkg_config.png
index 38836d3..f4e91eb 100644
Binary files a/docs/federate/_static/image/mlops_pkg_config.png and b/docs/federate/_static/image/mlops_pkg_config.png differ
diff --git a/docs/federate/_static/image/mlops_pkg_start_run.png b/docs/federate/_static/image/mlops_pkg_start_run.png
index 24d6650..b1684fd 100644
Binary files a/docs/federate/_static/image/mlops_pkg_start_run.png and b/docs/federate/_static/image/mlops_pkg_start_run.png differ
diff --git a/docs/federate/_static/image/mlops_start_run.png b/docs/federate/_static/image/mlops_start_run.png
index 251b39e..2db7105 100644
Binary files a/docs/federate/_static/image/mlops_start_run.png and b/docs/federate/_static/image/mlops_start_run.png differ
diff --git a/docs/federate/_static/image/mlops_topo.png b/docs/federate/_static/image/mlops_topo.png
index f1603c9..c1da6fa 100644
Binary files a/docs/federate/_static/image/mlops_topo.png and b/docs/federate/_static/image/mlops_topo.png differ
diff --git a/docs/federate/_static/image/mlops_ui2.png b/docs/federate/_static/image/mlops_ui2.png
index b6065c8..94c2854 100644
Binary files a/docs/federate/_static/image/mlops_ui2.png and b/docs/federate/_static/image/mlops_ui2.png differ
diff --git a/docs/federate/_static/image/mlops_workflow_new.png b/docs/federate/_static/image/mlops_workflow_new.png
index cd45a05..06e0e58 100644
Binary files a/docs/federate/_static/image/mlops_workflow_new.png and b/docs/federate/_static/image/mlops_workflow_new.png differ
diff --git a/docs/federate/_static/image/model_download.jpg b/docs/federate/_static/image/model_download.jpg
index 507a67e..9150397 100644
Binary files a/docs/federate/_static/image/model_download.jpg and b/docs/federate/_static/image/model_download.jpg differ
diff --git a/docs/federate/_static/image/multi-gpu-topo.png b/docs/federate/_static/image/multi-gpu-topo.png
index 6addf32..b2a1cff 100644
Binary files a/docs/federate/_static/image/multi-gpu-topo.png and b/docs/federate/_static/image/multi-gpu-topo.png differ
diff --git a/docs/federate/_static/image/octopus.jpeg b/docs/federate/_static/image/octopus.jpeg
index 6caf7a1..e6ae982 100644
Binary files a/docs/federate/_static/image/octopus.jpeg and b/docs/federate/_static/image/octopus.jpeg differ
diff --git a/docs/federate/_static/image/owkin.png b/docs/federate/_static/image/owkin.png
index d2f0040..0c44330 100644
Binary files a/docs/federate/_static/image/owkin.png and b/docs/federate/_static/image/owkin.png differ
diff --git a/docs/federate/_static/image/parrot.jpeg b/docs/federate/_static/image/parrot.jpeg
index 2e1a4d3..1654a9d 100644
Binary files a/docs/federate/_static/image/parrot.jpeg and b/docs/federate/_static/image/parrot.jpeg differ
diff --git a/docs/federate/_static/image/result_femnist_cnn.png b/docs/federate/_static/image/result_femnist_cnn.png
index 1f7acc4..dc0a823 100644
Binary files a/docs/federate/_static/image/result_femnist_cnn.png and b/docs/federate/_static/image/result_femnist_cnn.png differ
diff --git a/docs/federate/_static/image/result_mnist_lr.png b/docs/federate/_static/image/result_mnist_lr.png
index 763aa62..be127f9 100644
Binary files a/docs/federate/_static/image/result_mnist_lr.png and b/docs/federate/_static/image/result_mnist_lr.png differ
diff --git a/docs/federate/_static/image/result_sp_google_rnn.png b/docs/federate/_static/image/result_sp_google_rnn.png
index 6ea5193..bb93780 100644
Binary files a/docs/federate/_static/image/result_sp_google_rnn.png and b/docs/federate/_static/image/result_sp_google_rnn.png differ
diff --git a/docs/federate/_static/image/result_sp_rnn.png b/docs/federate/_static/image/result_sp_rnn.png
index f4ed60a..57efe23 100644
Binary files a/docs/federate/_static/image/result_sp_rnn.png and b/docs/federate/_static/image/result_sp_rnn.png differ
diff --git a/docs/federate/_static/image/slack_logo.png b/docs/federate/_static/image/slack_logo.png
index 393b270..a45df20 100644
Binary files a/docs/federate/_static/image/slack_logo.png and b/docs/federate/_static/image/slack_logo.png differ
diff --git a/docs/federate/_static/image/started_ecosystem.png b/docs/federate/_static/image/started_ecosystem.png
index 0ea8f28..c29a6c4 100644
Binary files a/docs/federate/_static/image/started_ecosystem.png and b/docs/federate/_static/image/started_ecosystem.png differ
diff --git a/docs/federate/_static/image/wechat.jpeg b/docs/federate/_static/image/wechat.jpeg
index 9e29cbb..54f4deb 100644
Binary files a/docs/federate/_static/image/wechat.jpeg and b/docs/federate/_static/image/wechat.jpeg differ
diff --git a/docs/federate/_static/img/Neurips-logo.jpg b/docs/federate/_static/img/Neurips-logo.jpg
index bb29bf1..094b980 100644
Binary files a/docs/federate/_static/img/Neurips-logo.jpg and b/docs/federate/_static/img/Neurips-logo.jpg differ
diff --git a/docs/federate/_static/img/architecture_for_website.png b/docs/federate/_static/img/architecture_for_website.png
index a07df41..a96ddae 100644
Binary files a/docs/federate/_static/img/architecture_for_website.png and b/docs/federate/_static/img/architecture_for_website.png differ
diff --git a/docs/federate/_static/img/fedml.jpg b/docs/federate/_static/img/fedml.jpg
index e2cc28d..a63163d 100644
Binary files a/docs/federate/_static/img/fedml.jpg and b/docs/federate/_static/img/fedml.jpg differ
diff --git a/docs/federate/_static/img/fedml_log_dark_mode.png b/docs/federate/_static/img/fedml_log_dark_mode.png
index 0e9aa68..66ad949 100755
Binary files a/docs/federate/_static/img/fedml_log_dark_mode.png and b/docs/federate/_static/img/fedml_log_dark_mode.png differ
diff --git a/docs/federate/_static/img/fedml_logo_horizontal.svg b/docs/federate/_static/img/fedml_logo_horizontal.svg
index 8fc3070..5fb3e0b 100644
--- a/docs/federate/_static/img/fedml_logo_horizontal.svg
+++ b/docs/federate/_static/img/fedml_logo_horizontal.svg
@@ -1 +1 @@
-
\ No newline at end of file
+
\ No newline at end of file
diff --git a/docs/federate/_static/img/fedml_logo_light_mode.png b/docs/federate/_static/img/fedml_logo_light_mode.png
index 09d1ae0..363ca29 100755
Binary files a/docs/federate/_static/img/fedml_logo_light_mode.png and b/docs/federate/_static/img/fedml_logo_light_mode.png differ
diff --git a/docs/federate/_static/img/hierarchical_fl_benchmark.png b/docs/federate/_static/img/hierarchical_fl_benchmark.png
index 40cf1b5..ba7372a 100644
Binary files a/docs/federate/_static/img/hierarchical_fl_benchmark.png and b/docs/federate/_static/img/hierarchical_fl_benchmark.png differ
diff --git a/docs/federate/_static/img/nvidia-jetson-nano.png b/docs/federate/_static/img/nvidia-jetson-nano.png
index ab26bcd..b2df95d 100644
Binary files a/docs/federate/_static/img/nvidia-jetson-nano.png and b/docs/federate/_static/img/nvidia-jetson-nano.png differ
diff --git a/docs/federate/_static/img/raspberry_pi.png b/docs/federate/_static/img/raspberry_pi.png
index ff61e2e..651310e 100644
Binary files a/docs/federate/_static/img/raspberry_pi.png and b/docs/federate/_static/img/raspberry_pi.png differ