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cognoscent.ai's Projects

stochastic_value_gradient icon stochastic_value_gradient

Implementation of (Learning Continuous Control Policies by Stochastic Value Gradients)[https://arxiv.org/abs/1510.09142]

svgd icon svgd

PyTorch implementation of Stein Variational Gradient Descent

swa icon swa

Stochastic Weight Averaging in PyTorch

swa_gaussian icon swa_gaussian

Code repo for "A Simple Baseline for Bayesian Uncertainty in Deep Learning"

taskonomy icon taskonomy

Taskonomy: Disentangling Task Transfer Learning

tcdf icon tcdf

Temporal Causal Discovery Framework (PyTorch): discovering causal relationships between time series

tcl icon tcl

Time-Contrastive Learning

tcn icon tcn

Sequence modeling benchmarks and temporal convolutional networks

tensor2tensor icon tensor2tensor

Library of deep learning models and datasets designed to make deep learning more accessible and accelerate ML research.

texture-vs-shape icon texture-vs-shape

Pre-trained models, data, code & materials from the paper "ImageNet-trained CNNs are biased towards texture; increasing shape bias improves accuracy and robustness" (ICLR 2019 Oral)

timescaledb icon timescaledb

An open-source time-series SQL database optimized for fast ingest and complex queries. Packaged as a PostgreSQL extension.

timesynth icon timesynth

A Multipurpose Library for Synthetic Time Series in Python

torchdiffeq icon torchdiffeq

Differentiable ODE solvers with full GPU support and O(1)-memory backpropagation.

torchdyn icon torchdyn

A PyTorch based library for all things neural differential equations

trainvideo icon trainvideo

[Publication] Visualising the training process of CNNs for non-experts.

transformer_time_series icon transformer_time_series

Enhancing the Locality and Breaking the Memory Bottleneck of Transformer on Time Series Forecasting (NeurIPS 2019)

tsfresh icon tsfresh

Automatic extraction of relevant features from time series:

tsviz-core icon tsviz-core

Code for the paper: "TSViz: Demystification of Deep Learning Models for Time-Series Analysis"

uivi icon uivi

Code for Unbiased Implicit Variational Inference (UIVI)

v-cdn icon v-cdn

[NeurIPS 2020] Causal Discovery in Physical Systems from Videos

variational-recurrent-models icon variational-recurrent-models

Codes for the study "Variational Recurrent Models for Solving Partially Observable Control Tasks", published as a conference paper at ICLR 2020 (https://openreview.net/forum?id=r1lL4a4tDB)

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