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jaberkow's Projects

cs250b icon cs250b

Code base for CS 250B (Principles of Artificial Intelligence) projects.

cyphercat icon cyphercat

Implementation of membership inference and model inversion attacks, extracting training data information from an ML model. Benchmarking attacks and defenses.

failing-loudly icon failing-loudly

Code repository for our paper "Failing Loudly: An Empirical Study of Methods for Detecting Dataset Shift": https://arxiv.org/abs/1810.11953

fakefinder icon fakefinder

FakeFinder builds a modular framework for evaluating various deepfake detection models, offering a web application as well as API access for integration into existing workflows.

fast_i_computation icon fast_i_computation

A relatively efficient implementation for calculating the information transmitted by a common neural population model, with joblib enabled thread parallelism.

info_estimation icon info_estimation

A set of tools for estimating information transmission from neural responses

simupy icon simupy

A framework for modeling and simulating dynamical systems

stable-baselines icon stable-baselines

A fork of OpenAI Baselines, implementations of reinforcement learning algorithms

stochastic_i icon stochastic_i

A tensorflow implementation for a differentiable stochastic estimator of the information transmitted by a layer of binary neurons

toy-ml-pipeline icon toy-ml-pipeline

Toy example of an applied ML pipeline for me to experiment with MLOps tools.

voices_utils icon voices_utils

Scripts and Utilities for working with the VOiCES dataset

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