Feature store residency
Design idempotent pipelines that land in a governed feature store with lineage cards reviewers can audit.
Mentors: Faculty lead · Tools: Feast, Ray, Python
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Showing 12 of 12 tracks
Design idempotent pipelines that land in a governed feature store with lineage cards reviewers can audit.
Mentors: Faculty lead · Tools: Feast, Ray, Python
Bench torch.compile paths, ONNX fallbacks, and autoscaling hooks without losing traceability.
Mentors: Industry advisor · Tools: PyTorch, Triton, Kubernetes
Blend ANN indexes, sparse rerankers, and evaluation harnesses your compliance team can read.
Mentors: Lab instructor · Tools: FAISS, OpenSearch, Python
Close the gap between training slices and live telemetry using replayable notebooks and diffable configs.
Mentors: Faculty lead · Tools: Polars, dbt, Weights & Biases
Share clusters fairly with quotas, preemption policies, and finance-friendly chargeback sheets.
Mentors: Industry advisor · Tools: Slurm, Kubernetes, Prometheus
Translate architecture choices into reviewer-friendly narratives without hiding sharp edges.
Mentors: Lab instructor · Tools: Markdown, Notion API, Python
Wire Flink windows to training stores with deterministic watermarks and replay fixtures.
Mentors: Faculty lead · Tools: Apache Flink, Kafka, Java
Shrink vision models with quantization recipes that field techs can reproduce on-site.
Mentors: Industry advisor · Tools: TensorRT, OpenVINO, C++
Pair statistical power with ledger lines so PMs see cost per insight, not just p-values.
Mentors: Lab instructor · Tools: R, BayesDesign, Sheets
Gate merges with data diff tests, schema sentinels, and artifact signing your security team requested.
Mentors: Faculty lead · Tools: GitHub Actions, Great Expectations, Cosign
Design labeling queues, adjudication paths, and SLA dashboards annotators actually read.
Mentors: Industry advisor · Tools: Label Studio, Temporal, Python
Operationalize differential privacy knobs with region-aware retention maps and audit exports.
Mentors: Faculty lead · Tools: TensorFlow Privacy, SQL, Python