-
Notifications
You must be signed in to change notification settings - Fork 0
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
* add dev env scheme * extract csheme to separate file * fix scheme * fix image * scale scheme * add short description * add keywords * add folders * underscores fix * fix image * fix image * fix image * fix image * add abstracts * add more to directory list * dix underscore * break page
- Loading branch information
Showing
9 changed files
with
992 additions
and
12 deletions.
There are no files selected for viewing
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Large diffs are not rendered by default.
Oops, something went wrong.
This file was deleted.
Oops, something went wrong.
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -1 +1,10 @@ | ||
This is the abstract. | ||
In the thesis we present a new implementation of Nussknacker's enricher named Prinz that is responsible for | ||
Machine Learning models management and scoring. We describe the source of need for such implementation and | ||
the background behind the Event Stream Processing approach. We show our approach to the process of developing | ||
the open source library with API specification and our own API implementations including MLflow models | ||
registry, PMML standard and H2O models registry. We describe the process towards managing open source project, | ||
developers' environment management for the process of development and the decisions made to create our | ||
implementation of Nussknacker’s enricher. Additionally, we present our thoughts on the topic of each integration, | ||
its development process and the final results of API implementation which includes additional assumptions made | ||
during the deployment of integration. As a final result of our work with the project, we provide working | ||
library sources with readable examples of its deployment to the Nussknacker environment. |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -1 +1,12 @@ | ||
To jest abstrakt. | ||
Prezentujemy implementację Prinza - rozszerzenia do oprogramowania Nussknacker przeznaczonego | ||
do zarządzania i ewaluacji modeli uczenia maszynowego w tymże środowisku. W pracy opisujemy | ||
potrzebę powstania naszej biblioteki i tematykę związaną z przetwarzaniem dużej liczby danych | ||
zdarzeniowych. Przedstawiamy nasz proces tworzenia biblioteki open source, włączając w to | ||
specyfikację API projektu oraz jego implementacje w postaci integracji z MLflow, standardem | ||
PMML oraz H2O. Ponadto opisujemy, jak przebiegał proces prowadzenia projektu open source, | ||
przygotowania wygodnego środowiska dla programisty i decyzje podjęte podczas implementacji | ||
poszczególnych integracji w ramach przyjętego interfejsu. Prezentujemy nasze konkluzje | ||
dotyczące pracy z poszczególnymi integracjami i procesem projektowania ich wdrożenia do | ||
naszego środowiska, jak i dodatkowe założenia powstałe podczas procesu implementacji. | ||
Jako rezultat naszych prac dostarczamy źródła naszej biblioteki wraz z czytelnym przykładem | ||
jej jej wykorzystania w środowisku Nussknackera. |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -1 +1,2 @@ | ||
keywords, go, here | ||
Prinz, Nussknacker, Scala, Machine Learning, models scoring, ML integration, MLflow, PMML, JPMML, H2O, H2Oai, | ||
Apache Flink, Event Stream Processing, ESP, ML models registry |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -1 +1,2 @@ | ||
tu, będą, słowa, kluczowe | ||
Prinz, Nussknacker, Scala, Machine Learning, ewaluacja modeli, integracja modeli ML, MLflow, PMML, JPMML, H2O, H2Oai, | ||
Apache Flink, Event Stream Processing, ESP, rejestr modeli ML |