VectorInstitute/forecasting-with-dl

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VectorInstitute/forecasting-with-dl

VectorInstitute

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Overview of State-of-the-art Deep Learning Based Methods for Time Series Forecasting

cyclops

Toolkit for evaluating and monitoring AI models in clinical settings

HV-Ai-C

A Reinforcement Learning solution for HVAC control to optimize energy consumption. Developed by Vector Institute and TELUS.

laftr

Learning Adversarially Fair and Transferable Representations

gram-ood-detection

Jupyter Notebook

vbll

Simple (and cheap!) neural network uncertainty estimation

vectorlm

LLM finetuning in resource-constrained environments.

vector-inference

Efficient LLM inference on Slurm clusters using vLLM.

VariationalNeuralAnnealing

A variational implementation of classical and quantum annealing using recurrent neural networks for the purpose of solving optimization problems.

Jupyter Notebook

kaleidoscope-sdk

A user toolkit for analyzing and interfacing with Large Language Models (LLMs)

FL4Health

A flexible, modular, and easy to use library to facilitate federated learning research and development in healthcare settings

kaleidoscope

A user toolkit for analyzing and interfacing with Large Language Models (LLMs)

SegMate

SegMate: A Segmentation Toolkit

Jupyter Notebook

PromptEngineering

A repository to hold our work around prompt engineering in large language models.

Jupyter Notebook

Causal_Inference_Laboratory

Jupyter Notebook

PETs-Bootcamp

A collection of demos and utilities prepared ahead of the Vector Institute Privacy Enhancing Techniques (PETs) Bootcamp.

Jupyter Notebook

flex_model

rag_bootcamp

RAG bootamp reference implementations

Jupyter Notebook

odyssey

A toolkit for developing foundation models using Electronic Health Record (EHR) data.

NAA

Neural Agent Assistant framework includes tools and artifacts rooted in deep learning and foundation language models to improve task-oriented customer service conversations and experiences.

Jupyter Notebook

Computer_Vision_Project

A collection of computer vision image and video use case implementations and datasets used for the Vector Institute Computer Vision Knowledge Transfer project.

Jupyter Notebook

vector_cv_tools

Tooling, demos, and examples from Vector Computer Vision Project

anomaly-detection-project

Collection of reference implementations for anomaly detection project

Jupyter Notebook

finetuning-and-alignment

Jupyter Notebook

mmlearn

A toolkit for research on multimodal representation learning

bibtex

The files in this repository determine the list of publications that appear on the Vector Institute website.

foodprice-forecasting

Vector Institute and University of Guelph forecasting contribution to Canada's Food Price Report.

Jupyter Notebook

DANER

Data Annotation Tool for Named Entity Recognition using Active Learning and Transfer Learning

ProjectLongCovid-NER

projectpensive

Jupyter Notebook

LLM

A repo to consolidate all our LLM efforts.

FLorist

vector-eval

A repository for evaluating RAG systems.

cycquery

A tool to query relational EHR databases

biaskg

Jupyter Notebook

excel-to-python

Excel to Python Course Material

ai-deployment-bootcamp

diffusion_model_bootcamp

Jupyter Notebook

aieng-template

AI Engineering template repo

SSGVQAP

A Smart System to Generate and Validate Question Answer Pairs for COVID-19 Literature

Jupyter Notebook

vector_cv

Vector Computer Vision Project Tooling support

delirium-scorecard

An application to predict delirium prevalence rates at hospitals

AtomGen

Library for handling atomistic graph datasets focusing on transformer-based implementations, with utilities for training various models, experimenting with different pre-training tasks, and a suite of pre-trained models with huggingface integrations

cloud-tpu

Reference implementations demonstrating how to use TPU on Google Cloud.

Jupyter Notebook