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David Aronchick aronchick

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@aronchick
aronchick / issues with data lakes
Last active May 24, 2023 05:16
Issues with Data Science
Inappropriate HW/SW stack
Mismatched driver versions
Crash looping deployment
Data/model versioning [Nick Walsh]
Non-standard images/OS version
Pre-processing code doesn’t match production pre-processing
Production data doesn’t match training/test data
Output of the model doesn’t match application expectations
Hand-coded heuristics better than model [Adam Laiacano]
Model freshness (train on out-of-date data/input shape changed)
@aronchick
aronchick / Hello-Bacalhau-World.py
Created October 24, 2022 18:29
print("Hello Bacalhau World!")
@aronchick
aronchick / pipeline.yaml
Created May 7, 2022 00:40
apiVersion: argoproj.io/v1alpha1
kind: Workflow
metadata:
generateName: compilation-of-pipelines-
annotations: {pipelines.kubeflow.org/kfp_sdk_version: 1.8.12, pipelines.kubeflow.org/pipeline_compilation_time: '2022-05-06T23:57:02.426196',
pipelines.kubeflow.org/pipeline_spec: '{"inputs": [{"default": "", "name": "context",
"optional": true}, {"default": "", "name": "metadata_url", "optional": true},
{"default": "minio", "name": "AWS_ACCESS_KEY_ID", "optional": true, "type":
"String"}, {"default": "minio123", "name": "AWS_SECRET_ACCESS_KEY", "optional":
true, "type": "String"}, {"default": "http://combinator-minio.mlflow.svc.cluster.local:9000",
@aronchick
aronchick / kfp v2
Created April 29, 2022 19:32
apiVersion: argoproj.io/v1alpha1
kind: Workflow
metadata:
generateName: root-pipeline-compilation-
annotations:
pipelines.kubeflow.org/kfp_sdk_version: 1.8.12
pipelines.kubeflow.org/pipeline_compilation_time: "2022-04-29T19:09:44.296461"
pipelines.kubeflow.org/pipeline_spec:
'{"inputs": [{"default": "", "name": "context",
"optional": true, "type": "String"}, {"default": "", "name": "metadata_url",
@aronchick
aronchick / kfp v1
Created April 29, 2022 19:31
apiVersion: argoproj.io/v1alpha1
kind: Workflow
metadata:
generateName: root-pipeline-compilation-
annotations:
{
pipelines.kubeflow.org/kfp_sdk_version: 1.8.12,
pipelines.kubeflow.org/pipeline_compilation_time: "2022-04-29T19:09:18.818069",
pipelines.kubeflow.org/pipeline_spec:
'{"inputs": [{"default": "", "name": "context",
@aronchick
aronchick / gist:081a8e5fa523d513b56fc1648660e4be
Created January 29, 2021 18:00
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
@aronchick
aronchick / Referenced Papers
Last active July 1, 2020 19:42
“Why Should I Trust You?” Explaining the Predictions of Any Classifier - Ribeiro, Singh, Guestrin
Synthesizing Robust Adversarial Examples - Anish Athalye, Logan Engstrom, Andrew Ilyas, Kevin Kwok
Accessorize to a Crime: Real and Stealthy Attacks on State-of-the-Art Face Recognition - Sharif, Bhagavatula, Bauer, Reiter
How To Backdoor Federated Learning - Bagdasaryan, Veit, Hua, Estrin, Shmatikov
Learning to Detect Malicious Clients for Robust Federated Learning - Li, Cheng, Wang, Liu, Chen
“High Accuracy and High Fidelity Extraction of Neural Networks” - Jagielski, Carlini, Berthelot, Kurakin, Papernot
‘Thieves on Sesame Street! Model Extraction of BERT-based APIs’ - Krishna, Tomar, Parikh, Papernot and Iyyer
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding - Devlin, Chang, Lee, Toutanova
The Secret Sharer: Evaluating and Testing Unintended Memorization in Neural Networks Carlini, Liu, Erlingsson, Kos, Song
@aronchick
aronchick / keybase.md
Created January 13, 2015 23:23

Keybase proof

I hereby claim:

  • I am aronchick on github.
  • I am aronchick (https://keybase.io/aronchick) on keybase.
  • I have a public key whose fingerprint is 2665 E5A8 8E3B BCA6 F43D DEE2 318C A50C B9DD 4D00

To claim this, I am signing this object: