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Added 3 mins ago
SI
Senior Actuarial Analyst
Sovereign Insurance
Toronto, ON · Montreal, QC
- Full-time
Knowledge of natural catastrophic perils and/or commercial insurance product is an asset.
Added 3 mins ago
MN
Vice President, Electrical
Modern Niagara
Ottawa, ON · Vaughan, ON
- Full-time
The Vice President of Electrical owns the commercial success, strategic growth, and financial performance of the Electrical division across Ontario and potential expansion markets. This…
Added 3 mins ago
AP
Director, Sales Operations (Corporate)
Atlantic Packaging Products Ltd.
Toronto, ON · Montreal, QC · Scarborough, ON
- Full-time
The Director, Sales Operations is responsible for owning, standardizing, and continuously improving the commercial operating system across the organization. This is a corporate role working…
Added 3 mins ago
R(
Senior Merchandise Buyer – Outerwear & Accessories
Reitmans (Canada) Ltée/Ltd
Montreal, QC
- Full-time
This is an opportunity for a strategic, product-driven leader who knows how to balance creativity with commercial performance. You'll shape the assortment strategy, build strong vendor…
Added 3 mins ago
RB
Director & Principal Engineer, AI/ML & MLOps Platform
Royal Bank of Canada
Vancouver, BC
- Full-time
…Compliance, Financial Crime, Capital Markets, Personal and Commercial Banking and Wealth Management. We also lead the development of digital tools and platforms to enhance collaboration. In…
Added 3 mins ago
RB
Relationship Manager, Business Markets
Royal Bank of Canada
Toronto, ON
- Full-time
Added 3 mins ago
D
IT Service Manager
Dexterra
Mississauga, ON
- $105,000 to $125,000 CAD / year
- Full-time
For more than 80 years, Dexterra has supported clients across a wide range of industries and environments, from commercial and institutional facilities to remote worksites and natural…
Added 19 mins ago
EC
Future Leaders Program – Management Trainee
Emco Corporation: Plumbing, HVAC, Waterworks, Industrial, Irrigation, Fire Protection
Charlottetown, PE
- $52,500 CAD / year
- Full-time
…products and sustainable solutions to support residential, commercial, and infrastructure projects across the…
Added 19 mins ago
AS
Vice President of Airline Operations
Aviation Search Group
Winnipeg, MB
- Full-time
Ensure effective coordination among Ground Support, Maintenance, and Flight Operations to deliver safe and reliable service and to meet the Commercial needs of the Company.
Added 19 mins ago
S
Lead, Vendor Governance (Canada , Americas)
Shopify
Canada
- Full-time
We’re looking for someone who knows what excellent vendor governance looks like, and wants to build it. You’ll bring commercial depth, sound judgment and the ability to turn a good idea…
Added 19 mins ago
PS
Technicien(ne) comptable / Accounting technician
Professional Staffing
Montreal, QC
- $60,000 to $80,000 CAD / year
- Full-time
Gestion des données, systèmes et soutien commercial :
Added 19 mins ago
SE
Project Manager (CA)
Siemens Energy
Montreal, QC
- Full-time
Maintain full financial and commercial control of assigned projects, including budgeting, cost allocation, forecasting, order intake, revenue, gross margin, and cash collection, while…
Added 19 mins ago
W
Inside Sales Manager
Worley
AB · Edmonton, AB
- Full-time
…and office qualifications including technical, managerial, commercial and competitive strengths that differentiate us in the…
Added 19 mins ago
LN
Surety Broker
Lambert Nemec Group
Winnipeg, MB
- Full-time
Approximately 1 to 2 years of insurance experience. Commercial lines exposure is preferred, and surety experience is a bonus.
Added 19 mins ago
CS
Customer Service Analyst
Corby Spirit and Wine Limited
Windsor, ON
- Full-time
Provide commercial support by serving as a revenue-driven partner to S&OP, Commercial, Marketing, and Finance teams, ensuring alignment between customer needs and business priorities.
Added 19 mins ago
MM
Construction Estimator (ICI)
Mike Moore Construction
Sault Ste. Marie, ON
- Full-time
We are looking for someone with strong commercial construction knowledge who can take a project from tender documents and drawings through to a complete, accurate and competitive bid. The…
Added 19 mins ago
IE
Senior Electrical Engineer
Inferno Energy
AB · Greater Edmonton Metropolitan Area
- Full-time
InfernoEnergy is a design-build electrical and solar contractor serving commercial and light-industrial clients across Alberta. Founded in 2019 by Curtis Craig, a Master Electrician and…
Added 19 mins ago
SN
Environmental Service Worker (Housekeeping Laundry Aide) – Long Term Care
S&R Nursing Homes
Sarnia, ON
- Part-time
Ability to operate commercial laundry and cleaning equipment (washer, dryer, auto-scrubber, vacuum, etc.)
Added 19 mins ago
W
Inside Sales Manager
Worley
Sarnia, ON
- Full-time
…and office qualifications including technical, managerial, commercial and competitive strengths that differentiate us in the…
Added 19 mins ago
PC
Co-op Student - Process Engineering - January 2027 (12 Month Term)
Parkland Corporation
Burnaby, BC
- Other
…partner-branded retail locations, as well as independent dealers and commercial…
Added 19 mins ago
PC
Co-op Student - Process Engineering - January 2027 (12 Month Term)
Parkland Corporation
Burnaby, BC
- Other
…partner-branded retail locations, as well as independent dealers and commercial…
Added 19 mins ago
LS
Estimator, ICI Construction - Permanent - 19532
LRO Staffing
Ottawa, ON
- Full-time
With a strong reputation and a growing portfolio of commercial and institutional projects, our client offers an excellent opportunity for an ambitious Estimator looking to take the next…
Added 19 mins ago
W
Inside Sales Manager
Worley
Oakville, ON
- Full-time
…and office qualifications including technical, managerial, commercial and competitive strengths that differentiate us in the…
Added 19 mins ago
GR
Hydronics Lead
Goldbeck Recruiting
Brampton, ON
- Full-time
…including HVAC repairs and maintenance, hydronic applications, commercial refrigeration DX piping, energy management, and building automation and controls. The company also specializes in…
Added 19 mins ago
RP
Commercial Property Accountant-Toronto
Rhapsody Property Management Services
Toronto, ON
- $55,000 to $65,000 CAD / year
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…portfolio of real estate assets comprising both residential and commercial…

Alberta Machine Intelligence Institute

Machine Learning Resident - Client: ModeDi (12 month term)

Edmonton, AB, T5J 3B1, Canada

Full-time

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Job details

Job type: Full-time
Posting language: English
Posted: Nov 5, 2026

Original job description

“If you are excited about applying to LLMs to tackle real-world challenges in real estate appraisal and land-use analysis, this is a perfect opportunity for you. Be a part of the team of research and machine learning scientists building deployable real-world ML applications from ground up and get mentored by some of the best minds in AI during the process.”

Soumik Farhan, Machine Learning Scientist and Amor Provins, Product Owner, Advanced Technology

About the Role

This is a paid Residency that will be undertaken over a twelve-month period with the potential to be hired by our client, ModeDi, afterwards (note: at the discretion of the client). The Resident will report to an Amii Scientist and regularly consult with the client team to share insights and engage in knowledge transfer activities.

Successful candidates will be members of a cross-functional project team with backgrounds in ML research, project management, software engineering, and new product development. This is a rare opportunity to be mentored by world-class scientists and to develop something truly impactful.

About the Client

ModeDi Inc. is a Manitoba-based Canadian technology company devoted to modernizing appraisal professional’s collection, management, and analysis of real estate data. The company’s mission is to allow appraisers and real estate professionals to do better work, faster, so that their focus can remain on valuation, client advice, and professional judgment rather than repetitive administrative tasks. Its vision is to deliver personalized, secure, and accessible real estate data solutions that provide users with a modernized workflow effectively regardless of firm size.

About the Project

The development is a real estate-focused artificial intelligence LLM that will combine the firm's internal company data and publicly available data to support more informed property analysis for appraisers. The tool provides the background information of each conclusion to the user with an evaluated confidence level for background benefits. The planned capability is intended to help appraisal professionals identify relevant property information, analyze comparable and historical data, and develop stronger valuation insights while keeping the data used secure and the final conclusions with the appraiser.

Required Skills / Expertise

Are you passionate about building great solutions? You’ll be presented with opportunities to both personally and professionally develop as you build your career. We’re looking for a talented and enthusiastic individual with a solid background in machine learning, large language models, and agentic AI systems, along with proven experience in applied settings.

Key Responsibilities:

Design, build, and evaluate a secure LLM-based system that streamlines appraisal workflows and supports highest and best use (HBU) analysis for real estate appraisers.
Develop ingestion and retrieval pipelines that parse mixed text and tabular content from municipal planning documents and zoning bylaws.
Build citation-grounded generation and confidence estimation components so that every output can be traced to its source documents and used to defend completed appraisal reports.
Build evaluation infrastructure, including expert-annotated benchmarks, citation accuracy and faithfulness scoring, confidence calibration analysis, adversarial and prompt-injection test suites, and CI-gated regression testing.
Implement secure system infrastructure with role-based access control that restricts access exclusively to vetted appraisers, along with auditable logging of system usage.
Conduct applied research in retrieval-augmented generation, document and table understanding, and uncertainty quantification to improve the accuracy and reliability of system outputs.
Collaborate with the project team and stakeholders to develop MVP and client focused solutions.
Engage in regular client meetings, contributing to presentations and reports on project progress.

Required Qualifications:

Completion of a Computer Science (or a related graduate degree program) MSc. or PhD with specialization in Natural Language Processing, Machine Learning, Large Language Models, or Applied AI.
Research or project experience with retrieval-augmented generation, document parsing, or LLM-based question answering over long or semi-structured documents.
Proficiency in Python and modern AI frameworks such as PyTorch, Hugging Face, Transformers, vLLM, Unsloth, LangGraph, Pydantic, and commercial LLM APIs (e.g., Anthropic, OpenAI), and related machine learning libraries.
Familiarity with linux, Git version control, and writing clean code.
A positive attitude towards learning and understanding a new applied domain.
Must be legally eligible to work in Canada.

Preferred Qualifications:

Experience designing evaluation frameworks for LLM or retrieval-augmented systems, including benchmark construction, LLM-as-judge methods, faithfulness and citation evaluation, and offline and online evaluation.
Experience with the Model Context Protocol (MCP), agent orchestration frameworks, or durable multi-step workflow systems.
Familiarity with prompt injection, guardrails, and the safe handling of untrusted input in production LLM systems.
Experience with uncertainty quantification or confidence calibration for LLM outputs.
Exposure to real estate, appraisal, urban planning, or another regulated domain where auditability, source traceability, and access control are first-class requirements.
Experience with deploying machine learning models in production environments or strong software engineering (or MLE) skills is a plus.
Publication record in peer-reviewed academic conferences or relevant journals in ML or Applied AI (especially in natural language processing or LLM systems).

Non-Technical Requirements:

Desire to take ownership of a problem and demonstrated leadership skills
Interdisciplinary team player enthusiastic about working together to achieve excellence
Capable of critical and independent thought
Able to communicate technical concepts clearly and advise on the application of machine intelligence
Intellectual curiosity and the desire to learn new things, techniques, and technologies

Why You Should Apply

Besides gaining industry experience, additional perks include:

Work under the mentorship of an Amii Scientist for the duration of the project
Participate in professional development activities
Gain access to the Amii community and events
Get paid for your work (a fair and equitable rate of pay will be negotiated at the time of offer)
Build your professional network
The opportunity for an ongoing machine learning role at the client’s organization at the end of the term (at the client’s discretion)

About Amii

One of Canada’s three main institutes for artificial intelligence (AI) and machine learning, our world-renowned researchers drive fundamental and applied research at the University of Alberta (and other academic institutions), training some of the world’s top scientific talent. Our cross-functional teams work collaboratively with Alberta-based businesses and organizations to build AI capacity and translate scientific advancement into industry adoption and economic impact.

How to Apply

If this sounds like the opportunity you've been waiting for, please don’t wait for the closing November 19, 2026 to apply - we’re excited to add a new member to the Amii team for this role, and the posting may come down sooner than the closing date if we find the right candidate before the posting closes! When sending your application, please send your resume and cover letter indicating why you think you'd be a fit for Amii. In your cover letter, please include one professional accomplishment you are most proud of and why.

Applicants must be legally eligible to work in Canada at the time of application.

Amii is an equal opportunity employer and values a diverse workforce. We encourage applications from all qualified individuals without regard to ethnicity, religion, gender identity, sexual orientation, age or disability. Accommodations for disability-related needs throughout the recruitment and selection process are available upon request. Any information provided by you for accommodations will be kept confidential and won’t be used in the selection process.

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More about this job

Responsibilities

Design, build, and evaluate a secure LLM-based system to streamline real estate appraisal workflows and support property analysis. Develop ingestion pipelines, citation-grounded generation components, and robust evaluation infrastructure while collaborating with cross-functional teams.

Requirements

Requires a Master's or PhD in Computer Science or a related field with a specialization in NLP, Machine Learning, or Applied AI. Candidates must have research or project experience with RAG, document parsing, and proficiency in Python and modern AI frameworks.

Skills

Machine learning
Large language models
Python
PyTorch
Hugging Face
Transformers
Retrieval-augmented generation
Agentic AI systems
Natural language processing
Git
Linux
LangGraph
Pydantic
vLLM
Unsloth
Software engineering

Benefits

Mentorship from Amii scientists
Professional development activities
Access to the Amii community and events
Paid residency
Networking opportunities

Visa sponsorship

Not detected in the job text

Hiring contact

Soumik Farhan

Keywords

Machine Learning
Large Language Models
LLM
Real Estate
Appraisal
Retrieval-Augmented Generation
Python
PyTorch
Hugging Face
Transformers
LangGraph
Pydantic
vLLM
Unsloth
Natural Language Processing
Agentic AI
Software Engineering
Linux
Git
Data Ingestion
Uncertainty Quantification
Model Context Protocol
CI/CD
Role-Based Access Control
Applied AI
Research
MVP Development
Zoning Bylaws
Auditability
Confidence Calibration

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