Erias Ventures, LLC
Enterprise - Senior AI/ML Engineer - GEOINT, GNN, Computer Vision
Erias Ventures, LLC, Dayton, Ohio, United States, 45444
Overview
Erias Ventures was founded to serve its customers with an entrepreneurial mindset. We value
creative problem-solving ,
open communication , and
empowering our employees
to make decisions and put forth new ideas.
Our staff includes technical experts working across multiple disciplines, bringing diverse perspectives to every project. We are seeking engineers who wish to grow their careers and want to become part of a
technically strong
and
growth-oriented
company focused on bringing
innovative solutions
to the difficult mission problems facing our customers.
Description We have a need for a Senior Computer Vision & Machine Learning Engineer to support a government customer developing a GEOINT Scene Prediction prototype. Work includes designing and fine-tuning vision models, applying graph-neural network context reasoning, building searchable embeddings with vector storage/retrieval, and architecting training pipelines. Engineers will contribute to low-SWaP prototypes, deliver auditable memory services for satellite/GEOINT data, and support the full lifecycle from R&D through deployable prototypes and tech transfer.
Clearance A current Top-Secret/SCI security clearance is required. Candidates cannot be sponsored or nominated for a government security clearance under this position.
Experience & Qualifications Bachelor’s degree from an accredited college or university in CS/EE/Math or related field; Master’s may substitute for 2 years of experience. Five (5) years total experience in applied ML/computer vision or closely related field.
Required skills
Computer Vision & VLMs: Hands-on experience with YOLO (YOLOv8-OBB or rotated-box detectors) and at least one of DETR, ViTDet, or VLMs for overhead imagery; fine-tuning models on satellite/GEOINT datasets; post-processing for orientation/heading estimation and spatial relationships.
Graph Neural Networks (GNNs): Practical understanding of message-passing and building graphs from detection outputs to improve classification, association, and false-alarm reduction.
Embeddings & Vector Stores: Experience generating CLIP/VLM embeddings, implementing k-NN search, and configuring FAISS/Milvus for vector storage/retrieval; ability to design metadata schemas, similarity metrics, and analyst-friendly queries.
Data Management: Proficiency with SQL (PostgreSQL/Redshift) and NoSQL (MariaDB, MongoDB); experience modeling imagery, objects, actions, and provenance data.
Training Pipelines: Skilled in building supervised, semi-supervised, and self-supervised training loops; familiar with parameter-efficient fine-tuning (e.g., QLoRA) for compact models.
Prototype & Low-SWaP: Ability to deliver edge-native demos on constrained devices (e.g., Raspberry Pi-class) with quantized models, motion filtering, and local vector indexing.
Quality & Audit-ability: Experience with spatial-consistency checks, prediction versioning, audit logs, and measurable improvements in precision/recall.
Tooling & Delivery: Proficient in Python/PyTorch; containerization; Jupyter for rapid prototyping; CI/CD workflows; and producing clear, transition-ready documentation.
Desired skills
Experience with open overhead-imagery datasets (e.g., RarePlanes, MAR20, xView, DOTA v2) and applying domain adaptation to new sensors.
Experience deploying Milvus with dynamic-field schemas and incremental indexing; familiarity with ChromaDB for lightweight development.
Prior work developing analyst-facing retrieval UIs or integrating similarity scores into triage tools.
Familiarity with governance and commercialization rights vetting for model transfer to classified environments.
Strong communication skills and experience working in agile, mission-focused teams.
Benefits Erias Ventures provides a complete package of wealth, health, and happiness benefits. The expected salary range for this position, depending on education and years of experience is $170,000 - $205,000.
Wealth Benefits:
Above Market Hourly Pay
11% Roth
or
Traditional 401k
with Immediate Vesting and Deposit
Spot Bonuses
for Assisting with Business Development and Company Growth
Professional Development Bonuses
for Certificates and Degrees
Health Benefits:
Company subsidized
Medical
Coverage
100%
Company Paid
Vision
and
Dental
Coverage
100%
Company Paid
Long Term Disability ,
Short Term Disability , and
Group Life Insurance
Monthly
Wellness Reimbursement
Happiness Benefits:
Paid Time Off
with
Flexible Work
Schedules and
Birthday Off
Amazon Prime Membership
and Monthly
Internet Reimbursement
Technology
and
Productivity Allowance
for Equipment and Supplies
Morale Building
and
Company Events
to Celebrate our Successes and Build our Community
Onboarding and Annual
Swag
Company Paid Professional Development
and
Training
At Erias Ventures, we are dedicated to fostering a diverse and inclusive workplace. As an equal opportunity employer, we ensure that all qualified applicants are considered for employment based on merit, without discrimination. We welcome individuals regardless of race, color, religion, gender, gender identity or expression, sexual orientation, national origin, genetics, disability, age, or veteran status.
Referrals & Inquiries Do you know a cleared professional seeking to advance their career? Interested in earning some extra cash? If so, refer them to us with their name and contact details, and you could be eligible for a referral bonus of up to
$10,000
for each successful hire.
Not seeing the right position right now? Reach out to us, and we’ll notify you as new contracts and opportunities become available!
Please send referrals and inquiries to:
jobs@eriasventures.com
To learn more about our company visit our webpage or LinkedIn.
#J-18808-Ljbffr
creative problem-solving ,
open communication , and
empowering our employees
to make decisions and put forth new ideas.
Our staff includes technical experts working across multiple disciplines, bringing diverse perspectives to every project. We are seeking engineers who wish to grow their careers and want to become part of a
technically strong
and
growth-oriented
company focused on bringing
innovative solutions
to the difficult mission problems facing our customers.
Description We have a need for a Senior Computer Vision & Machine Learning Engineer to support a government customer developing a GEOINT Scene Prediction prototype. Work includes designing and fine-tuning vision models, applying graph-neural network context reasoning, building searchable embeddings with vector storage/retrieval, and architecting training pipelines. Engineers will contribute to low-SWaP prototypes, deliver auditable memory services for satellite/GEOINT data, and support the full lifecycle from R&D through deployable prototypes and tech transfer.
Clearance A current Top-Secret/SCI security clearance is required. Candidates cannot be sponsored or nominated for a government security clearance under this position.
Experience & Qualifications Bachelor’s degree from an accredited college or university in CS/EE/Math or related field; Master’s may substitute for 2 years of experience. Five (5) years total experience in applied ML/computer vision or closely related field.
Required skills
Computer Vision & VLMs: Hands-on experience with YOLO (YOLOv8-OBB or rotated-box detectors) and at least one of DETR, ViTDet, or VLMs for overhead imagery; fine-tuning models on satellite/GEOINT datasets; post-processing for orientation/heading estimation and spatial relationships.
Graph Neural Networks (GNNs): Practical understanding of message-passing and building graphs from detection outputs to improve classification, association, and false-alarm reduction.
Embeddings & Vector Stores: Experience generating CLIP/VLM embeddings, implementing k-NN search, and configuring FAISS/Milvus for vector storage/retrieval; ability to design metadata schemas, similarity metrics, and analyst-friendly queries.
Data Management: Proficiency with SQL (PostgreSQL/Redshift) and NoSQL (MariaDB, MongoDB); experience modeling imagery, objects, actions, and provenance data.
Training Pipelines: Skilled in building supervised, semi-supervised, and self-supervised training loops; familiar with parameter-efficient fine-tuning (e.g., QLoRA) for compact models.
Prototype & Low-SWaP: Ability to deliver edge-native demos on constrained devices (e.g., Raspberry Pi-class) with quantized models, motion filtering, and local vector indexing.
Quality & Audit-ability: Experience with spatial-consistency checks, prediction versioning, audit logs, and measurable improvements in precision/recall.
Tooling & Delivery: Proficient in Python/PyTorch; containerization; Jupyter for rapid prototyping; CI/CD workflows; and producing clear, transition-ready documentation.
Desired skills
Experience with open overhead-imagery datasets (e.g., RarePlanes, MAR20, xView, DOTA v2) and applying domain adaptation to new sensors.
Experience deploying Milvus with dynamic-field schemas and incremental indexing; familiarity with ChromaDB for lightweight development.
Prior work developing analyst-facing retrieval UIs or integrating similarity scores into triage tools.
Familiarity with governance and commercialization rights vetting for model transfer to classified environments.
Strong communication skills and experience working in agile, mission-focused teams.
Benefits Erias Ventures provides a complete package of wealth, health, and happiness benefits. The expected salary range for this position, depending on education and years of experience is $170,000 - $205,000.
Wealth Benefits:
Above Market Hourly Pay
11% Roth
or
Traditional 401k
with Immediate Vesting and Deposit
Spot Bonuses
for Assisting with Business Development and Company Growth
Professional Development Bonuses
for Certificates and Degrees
Health Benefits:
Company subsidized
Medical
Coverage
100%
Company Paid
Vision
and
Dental
Coverage
100%
Company Paid
Long Term Disability ,
Short Term Disability , and
Group Life Insurance
Monthly
Wellness Reimbursement
Happiness Benefits:
Paid Time Off
with
Flexible Work
Schedules and
Birthday Off
Amazon Prime Membership
and Monthly
Internet Reimbursement
Technology
and
Productivity Allowance
for Equipment and Supplies
Morale Building
and
Company Events
to Celebrate our Successes and Build our Community
Onboarding and Annual
Swag
Company Paid Professional Development
and
Training
At Erias Ventures, we are dedicated to fostering a diverse and inclusive workplace. As an equal opportunity employer, we ensure that all qualified applicants are considered for employment based on merit, without discrimination. We welcome individuals regardless of race, color, religion, gender, gender identity or expression, sexual orientation, national origin, genetics, disability, age, or veteran status.
Referrals & Inquiries Do you know a cleared professional seeking to advance their career? Interested in earning some extra cash? If so, refer them to us with their name and contact details, and you could be eligible for a referral bonus of up to
$10,000
for each successful hire.
Not seeing the right position right now? Reach out to us, and we’ll notify you as new contracts and opportunities become available!
Please send referrals and inquiries to:
jobs@eriasventures.com
To learn more about our company visit our webpage or LinkedIn.
#J-18808-Ljbffr