Registre des initiatives en IA

Toutes les initiatives inscrites au registre sont consultables ici, sans compte. Chaque fiche montre son avancement, ses jalons et l'historique de ses décisions. Les demandes encore en cours de triage n'y figurent pas : elles rejoignent le registre une fois examinées.

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30 initiative(s) courante(s)

Registre des initiatives en IA
ID	Initiative en IA	Étape	Description	Secteur	Région	Catégorie d'IA	Expert en la matière
27	Turn on AI Auto labeling on all M365 documents and communications channels Non traduit · origine : anglais	Idéation	Our E5 M365 licences grant access to AI based tools in Purview to automatically categorized documents and set labels accordingly. Model tra...	Dirigeant principal du numérique	Québec	Automatisation et aide à la décision	Bussieres, Martin
32	CTD Anomaly Detection Non traduit · origine : anglais	Pilote	The goal of this project is to apply machine learning to detect anomalous oceanographic data, highlighting meaningful physical phenomena in...	Politiques stratégiques	Région de la capitale nationale	Perception et compréhension	Croft, Lee
51	EN/FR Translation Model Non traduit · origine : anglais	Pilote	A large language model that is trained on the Translations Bureau’s and DFO's language-characteristics (i.e. grammar, annotation, syntax, wo...	Secteur des programmes	Pacifique	Interaction et engagement	Quan, Eric
53	LLM Document Chatbot Non traduit · origine : anglais	Développement	Large language model that can help users ask questions to document sets and get answers, summarize key information, and find data with citat...	Secteur des programmes	Pacifique	Interaction et engagement	Quan, Eric
54	PII & Sensitivity Scores Non traduit · origine : anglais	Idéation En pause En pause	Determines the sensitivity of the content of a document based on a trained model and allows for the redaction of the sensitive material in t...	Secteur des programmes	Pacifique	Automatisation et aide à la décision	Quan, Eric
56	Method Recommendation Engine Non traduit · origine : anglais	Idéation	A large language model reviews a scientist’s objective for collecting data in the field and based on the criteria, the model will provide th...	Secteur des programmes	Pacifique	Automatisation et aide à la décision	Quan, Eric
63	Factoid Finder Tool Non traduit · origine : anglais	Pilote	The Factoid Finder extracts text from machine-readable PDFs to create searchable content libraries. Small Language Models are used to implem...	—	Pacifique	IA cognitive et générative	Caron, Chantelle
65	Comprehensive marine substrate classification applied to Canada’s Pacific shelf Non traduit · origine : anglais	Pilote	We built five regional and one coastwide substrate model for the BC coast using substrate observations and seafloor bathymetry derivatives a...	Sciences des écosystèmes et des océans	Pacifique	Automatisation et aide à la décision	Haggarty, Dana
71	News topic detection tool Non traduit · origine : anglais	Idéation	Use large language models and topic clustering to read topics emerging in the news and detect which of those topics is relevant to DFO, as w...	Sciences des écosystèmes et des océans	Pacifique	IA cognitive et générative	Bird, Tom
75	Study on the use of Artificial Neural Networks to Predict the Return Timing and Northern Diversion Rate for Migrating Fraser River Sockeye Salmon Non traduit · origine : anglais	Idéation	The Machine Learning feasibility study compliments the statistical approach by asking whether Artificial Intelligence (AI) methods can be de...	Sciences des écosystèmes et des océans	Pacifique	Automatisation et aide à la décision	Thomson, Richard
77	Emulator for OPP port models and for relocatable ocean modelling system Non traduit · origine : anglais	Idéation	Use machine learning to develop an emulator (or similar) for the OPP port models, which would be used to produce forecasts via inference. Th...	Sciences des écosystèmes et des océans	Pacifique	IA cognitive et générative	Dunphy, Michael
78	Okanagan sockeye life cycle model Non traduit · origine : anglais	Pilote	Using LLM (ChatGPT) to support the development of a statistical lifecycle model for Okanagan sockeye. LLMs are not developing the models but...	Sciences des écosystèmes et des océans	Pacifique	IA cognitive et générative	Thompson, Patrick
79	Biological models to support prioritzing salmon stocks under future climates Non traduit · origine : anglais	Idéation	This project fits retrospective, life stage-specific models in a data-driven analytical framework to evaluate functional responses to climat...	Sciences des écosystèmes et des océans	Pacifique	IA cognitive et générative	Thompson, Patrick
99	Improved freshwater runoff modelling in Eastern Canada to drive ocean models Non traduit · origine : anglais	Pilote	Use Neural Networks to post-process streamflow simulations from the WRF-Hydro model, improving their agreement with observational data. Thes...	Sciences des écosystèmes et des océans	Région de la capitale nationale	Automatisation et aide à la décision	Winegardner, Amanda
102	Past, Present and Future Oceanographic Conditions in Canada's MPAs and Marine OECMs (Other Effective area-based Conservation Measures) Non traduit · origine : anglais	Pilote	Downscaling climate models using neural networks for conservation areas. Neural networks allow us to represent coarse resolution climate pro...	Sciences des écosystèmes et des océans	Région de la capitale nationale	IA cognitive et générative	Winegardner, Amanda
110	Mercator Collaboration on Digital Twins of the Ocean Non traduit · origine : anglais	Pilote	Knowledge exchanges with ECCC and Mercator Océan International on use of AI for ocean modelling, in the context of Digital Twins of the Ocea...	Sciences des écosystèmes et des océans	Région de la capitale nationale	Infrastructure et habilitation	Winegardner, Amanda
111	Digital Twins of the Ocean Task Team Non traduit · origine : anglais	Pilote	National exchanges on topics relating to ocean modelling for development of Digital Twins of the Ocean, including use of AI for modelling an...	Sciences des écosystèmes et des océans	Région de la capitale nationale	Infrastructure et habilitation	Winegardner, Amanda
112	ECCC exchanges on use of AI for ocean modelling Non traduit · origine : anglais	Pilote	Exchanges with ECCC on implementation of machine learning methods for operational ocean forecasting, including potential uses for DFO models...	Sciences des écosystèmes et des océans	Région de la capitale nationale	Infrastructure et habilitation	Winegardner, Amanda
113	Improving forecasting for high-priority ports Non traduit · origine : anglais	Pilote	Research into feasibility of improving accuracy and timeliness of short-term forecasts for coastal regions by combining traditional and AI m...	Sciences des écosystèmes et des océans	Région de la capitale nationale	Automatisation et aide à la décision	Winegardner, Amanda
132	Salmon Scale Aging Non traduit · origine : anglais	Pilote	A model using computer vision to look at images of salmon scale and predict the age of salmon and also explain how it arrived at its predict...	Sciences des écosystèmes et des océans	Région de la capitale nationale	Perception et compréhension	Winegardner, Amanda
134	LLM Document Chatbot Non traduit · origine : anglais	Développement	Large language model that can help users ask questions to document sets and get answers, summarize key information, and find data with citat...	Sciences des écosystèmes et des océans	Région de la capitale nationale	Interaction et engagement	Winegardner, Amanda
135	PII & Sensitivity Scores Non traduit · origine : anglais	Pilote	Determines the sensitivity of the content of a document based on a trained model and allows for the redaction of the sensitive material in t...	Sciences des écosystèmes et des océans	Région de la capitale nationale	Automatisation et aide à la décision	Winegardner, Amanda
137	Method Recommendation Engine Non traduit · origine : anglais	Pilote	A large language model reviews a scientist’s objective for collecting data in the field and based on the criteria, the model will provide th...	Sciences des écosystèmes et des océans	Région de la capitale nationale	Automatisation et aide à la décision	Winegardner, Amanda
144	Factoid Finder Tool Non traduit · origine : anglais	Pilote	This completed project used the Factoid Finder extracts text from machine-readable PDFs to create searchable content libraries. Small Langua...	Sciences des écosystèmes et des océans	Région de la capitale nationale	IA cognitive et générative	Winegardner, Amanda
152	Data Validation Tool Non traduit · origine : anglais	Pilote	Use large language models to help detect errors in data transcribed using optical character recognition. Apply validation rules to propose...	Sciences des écosystèmes et des océans	Région de la capitale nationale	Automatisation et aide à la décision	Winegardner, Amanda

27
Turn on AI Auto labeling on all M365 documents and communications channels
Our E5 M365 licences grant access to AI based tools in Purview to automatically categorized documents and set labels accordingly. Model training would require attention of an Security/IM expert to make perfect. We may want to create specific AI specific labels to avoid conflicts with officials ones.

Idéation Dirigeant principal du numérique Automatisation et aide à la décision
32
CTD Anomaly Detection
The goal of this project is to apply machine learning to detect anomalous oceanographic data, highlighting meaningful physical phenomena in the state of the ocean for closer investigation by scientists. A proof of conept model has been developed to demonstrate feasibility. Further validation is required with the client to verify alignment with the needs of scientists. Client: Pacific Region - Ocean Sciences Division

Pilote Politiques stratégiques Perception et compréhension
51
EN/FR Translation Model
A large language model that is trained on the Translations Bureau’s and DFO's language-characteristics (i.e. grammar, annotation, syntax, words, scientific term) context. The model’s enables translation to be like those by the Translation Bureau. Training on large database of scientific documents (published by Canadian Science Advisory Secretariat) to understand scientific terminology is currently in progress. MADLAD 400 10B (Initially trained on sample of ~100 translated documents, in progress of additional training with published CSAS documents going back to year 2000)

Pilote Secteur des programmes Interaction et engagement
53
LLM Document Chatbot
Large language model that can help users ask questions to document sets and get answers, summarize key information, and find data with citations and sourcing., including, from documents with multiple templates using prompt engineering approaches Azure OpenAI GPT4o/4o mini

Développement Secteur des programmes Interaction et engagement
54
PII & Sensitivity Scores
Determines the sensitivity of the content of a document based on a trained model and allows for the redaction of the sensitive material in the document. Presidio

Idéation En pause Secteur des programmes Automatisation et aide à la décision
56
Method Recommendation Engine
A large language model reviews a scientist’s objective for collecting data in the field and based on the criteria, the model will provide the best procedure to use for their work

Idéation Secteur des programmes Automatisation et aide à la décision
63
Factoid Finder Tool
The Factoid Finder extracts text from machine-readable PDFs to create searchable content libraries. Small Language Models are used to implement semantic search techniques, allowing users to search the library for relevant passages within the PDFs. Small Language Model and Text Embedder: MS Marco Distilbert Dot-v5 Cross-encoder: MS Marco MiniLM-L6-v2

Pilote IA cognitive et générative
65
Comprehensive marine substrate classification applied to Canada’s Pacific shelf
We built five regional and one coastwide substrate model for the BC coast using substrate observations and seafloor bathymetry derivatives and oceanographic predictors using Random Forests. Random Forests

Pilote Sciences des écosystèmes et des océans Automatisation et aide à la décision
71
News topic detection tool
Use large language models and topic clustering to read topics emerging in the news and detect which of those topics is relevant to DFO, as well as what knowledge DFO has available to address those topics. Large Language Models

Idéation Sciences des écosystèmes et des océans IA cognitive et générative
75
Study on the use of Artificial Neural Networks to Predict the Return Timing and Northern Diversion Rate for Migrating Fraser River Sockeye Salmon
The Machine Learning feasibility study compliments the statistical approach by asking whether Artificial Intelligence (AI) methods can be developed to predict salmon behaviour as functions of ocean conditions. classical machine learning models, including linear regression, Ridge regression, and Random Forest

Idéation Sciences des écosystèmes et des océans Automatisation et aide à la décision
77
Emulator for OPP port models and for relocatable ocean modelling system
Use machine learning to develop an emulator (or similar) for the OPP port models, which would be used to produce forecasts via inference. The inference is expected to be both faster and computationally cheaper than existing solutions. The training process would use existing model output from multi-year hindcasts. Success with a fixed location would graduate to developing a relocatable emulator TBD; could be U-Net or CNN, or based on GraphCast

Idéation Sciences des écosystèmes et des océans IA cognitive et générative
78
Okanagan sockeye life cycle model
Using LLM (ChatGPT) to support the development of a statistical lifecycle model for Okanagan sockeye. LLMs are not developing the models but are used to brainstorm modelling approaches, debug code, and confirm that written model descriptions in manuscripts are accurate and clear. AI is not being tasked with developing these models. Large Language Models

Pilote Sciences des écosystèmes et des océans IA cognitive et générative
79
Biological models to support prioritzing salmon stocks under future climates
This project fits retrospective, life stage-specific models in a data-driven analytical framework to evaluate functional responses to climate variables across the salmon life cycle and make projections for how stocks will respond to climate change scenarios. This modelling approach is intended to be sufficiently flexible to incorporate variability in data quality. Large language models are being used to brainstorm modelling approaches and debug code. AI is not being tasked with developing these models. Large Language Models

Idéation Sciences des écosystèmes et des océans IA cognitive et générative
99
Improved freshwater runoff modelling in Eastern Canada to drive ocean models
Use Neural Networks to post-process streamflow simulations from the WRF-Hydro model, improving their agreement with observational data. These neural networks are applied as a downstream calibration step. Builds synergy between traditional calibration methods and modern AI techniques in hydrologic modeling.

Pilote Sciences des écosystèmes et des océans Automatisation et aide à la décision
102
Past, Present and Future Oceanographic Conditions in Canada's MPAs and Marine OECMs (Other Effective area-based Conservation Measures)
Downscaling climate models using neural networks for conservation areas. Neural networks allow us to represent coarse resolution climate projections at a much higher spatial resolution across six eastern MPAs.

Pilote Sciences des écosystèmes et des océans IA cognitive et générative
110
Mercator Collaboration on Digital Twins of the Ocean
Knowledge exchanges with ECCC and Mercator Océan International on use of AI for ocean modelling, in the context of Digital Twins of the Ocean.

Pilote Sciences des écosystèmes et des océans Infrastructure et habilitation
111
Digital Twins of the Ocean Task Team
National exchanges on topics relating to ocean modelling for development of Digital Twins of the Ocean, including use of AI for modelling and products.

Pilote Sciences des écosystèmes et des océans Infrastructure et habilitation
112
ECCC exchanges on use of AI for ocean modelling
Exchanges with ECCC on implementation of machine learning methods for operational ocean forecasting, including potential uses for DFO models.

Pilote Sciences des écosystèmes et des océans Infrastructure et habilitation
113
Improving forecasting for high-priority ports
Research into feasibility of improving accuracy and timeliness of short-term forecasts for coastal regions by combining traditional and AI modelling methods.

Pilote Sciences des écosystèmes et des océans Automatisation et aide à la décision
132
Salmon Scale Aging
A model using computer vision to look at images of salmon scale and predict the age of salmon and also explain how it arrived at its prediction.

Pilote Sciences des écosystèmes et des océans Perception et compréhension
134
LLM Document Chatbot
Large language model that can help users ask questions to document sets and get answers, summarize key information, and find data with citations and sourcing.

Développement Sciences des écosystèmes et des océans Interaction et engagement
135
PII & Sensitivity Scores
Determines the sensitivity of the content of a document based on a trained model and allows for the redaction of the sensitive material in the document.

Pilote Sciences des écosystèmes et des océans Automatisation et aide à la décision
137
Method Recommendation Engine
A large language model reviews a scientist’s objective for collecting data in the field and based on the criteria, the model will provide the best procedure to use for their work

Pilote Sciences des écosystèmes et des océans Automatisation et aide à la décision
144
Factoid Finder Tool
This completed project used the Factoid Finder extracts text from machine-readable PDFs to create searchable content libraries. Small Language Models are used to implement semantic search techniques, allowing users to search the library for relevant passages within the PDFs.

Pilote Sciences des écosystèmes et des océans IA cognitive et générative
152
Data Validation Tool
Use large language models to help detect errors in data transcribed using optical character recognition. Apply validation rules to propose corrections and normalize data into a standardized format.

Pilote Sciences des écosystèmes et des océans Automatisation et aide à la décision