Machine Learning Internship - Summer 2026 at CoVar

Durham, North Carolina, United States

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Not SpecifiedCompensation

InternshipExperience Level

InternshipJob Type

UnknownVisa

Defense, Biotechnology, ManufacturingIndustries

Requirements

Expertise in Python (including NumPy, pandas, and other packages) and PyTorch
Deep understanding of machine learning fundamentals (gradient descent, cross-validation, ROC curves, confusion matrices)
Knowledge of classical machine learning (e.g., support-vector-machines, logistic regression) valued
Ideally familiar with computer vision algorithms like object detection networks (e.g., YOLO, CenterNet) and modern image classification techniques
Software expertise: Python and associated numerical and analytics packages (NumPy, pandas, etc.); git; PyTorch
AI/ML expertise: Machine learning fundamentals; deep knowledge of state-of-the-art in computer vision (preferred), natural language processing, classical machine learning, Bayesian models, etc
Pursuing B.S., preferably M.S. or Ph.D. in engineering, math, computer science, or related field
Excellent technical communication skills
Ability to work in-person in Durham, NC
US citizen with work authorization

Responsibilities

Help develop software and machine learning algorithms to solve real-world customer problems
Work with data
Develop algorithms
Evaluate results
Write production code that goes onto real-world systems
Present work to high-level customers in the DoD and industry (internally to CoVar or externally to the customer)

Skills

Key technologies and capabilities for this role

PythonNumPyPandasPyTorchGradient DescentCross-ValidationROC CurvesConfusion MatricesSVMLogistic Regression

Questions & Answers

Common questions about this position

Is this internship paid, and what are the benefits?

Yes, it's a paid internship with competitive hourly wages and a flexible work schedule.

Is this internship remote or in-person?

The internship is in-person in Durham, NC.

What skills are required for this Machine Learning Internship?

Required skills include expertise in Python (NumPy, pandas), PyTorch, machine learning fundamentals like gradient descent and cross-validation, and pursuing a degree in engineering, math, computer science or related field. Excellent technical communication skills and US citizenship are also necessary.

What is the company culture like at CoVar?

CoVar is a small AI/ML R&D company with passionate engineers dedicated to pushing AI/ML boundaries for real-world problems in DoD, biomedical, and machinery monitoring.

What makes a strong application for this internship?

Strong candidates have expertise in Python, PyTorch, and ML fundamentals, plus familiarity with computer vision or DoD experience. Being a US citizen pursuing a relevant degree and able to work in Durham, NC, is required.

CoVar

Develops AI solutions for critical industries

About CoVar

CoVar creates machine learning and artificial intelligence solutions tailored to complex challenges in defense, healthcare, and industrial sectors. The company develops customized algorithms, such as the Adaptive Alarms software for monitoring safety in drilling operations, which helps prevent disasters. CoVar stands out by focusing on understanding each client's unique challenges and providing tailored software solutions that enhance performance and safety. The goal is to be a trusted partner by delivering reliable software that meets specific needs.

McLean, VirginiaHeadquarters

2011Year Founded

VENTURE_UNKNOWNCompany Stage

Industrial & Manufacturing, AI & Machine Learning, Defense, HealthcareIndustries

11-50Employees

Benefits

Health Insurance

Dental Insurance

Vision Insurance

401(k) Company Match

401(k) Retirement Plan

Flexible Work Hours

Tuition Reimbursement

Risks

Emerging AI startups offering cheaper solutions threaten CoVar's market share.

Rapid AI advancements may render CoVar's solutions obsolete without quick innovation.

Dependence on large contracts like DARPA poses risks if not renewed or funded.

Differentiation

CoVar specializes in customized AI/ML solutions for defense, healthcare, and industrial sectors.

The company partners with industry giants like Shell and Pason for mission-critical software.

CoVar's Adaptive Alarms software enhances safety in offshore and land drilling operations.

Upsides

CoVar's DARPA contract positions it as a leader in ethical AI development.

Growing demand for AI in defense and healthcare boosts CoVar's market potential.

AI explainability advancements increase trust in CoVar's high-stakes industry solutions.

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