Karl Higley

icon indicating a website link https://practicalrecs.com/

icon location Buffalo, NY icon location I build recommender systems. I'm into ML, cross-functional teams, and iterative software development.

Results 75 issues of Karl Higley

Add graph-based candidate retrieval via random walks

epic

Add large-scale filtering with approximate set membership queries (e.g. using Bloom filters)

epic

Make it possible to use operators for serving or batch

- [ ] Add the capability to select output formats at the operator and/or ensemble level (np/cp/pandas/cudf etc) - [ ] Adjust the operators as needed to work with pandas/cudf...

epic

Create an example of serving session-based recommendations (with TF4Rec?)

epic

Add integrations for other feature stores

- [ ] Vertex AI (GCP) - [ ] Sagemaker (AWS) - [ ] Databricks - [ ] Tecton? - [ ] Hopworks?

epic

Adjust the operators so they handle batched requests

Operators: - [ ] Feast - [ ] Tensorflow - [ ] Faiss - [ ] ... Open Questions: - [ ] How to use async in TritonPythonModel and OperatorRunner...

epic

Support multi-stage ranking

Create an operator for logging features used in model predictions

Related to #6

"Detect breaking changes" action should fail when breaking changes are detected

The action isn't required to pass before merging so that it serves as a warning but doesn't block anything. However, it isn't failing when it should for some reason.

Type: Bug :bug:

Fix "detect breaking change action" so it fails on breaking changes

The breaking change detection Github action "works", in that it runs and detects breaking changes. However, the Github action doesn't fail when there are breaking changes. (#77 was an attempt...