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IntelinAir


Jobs

Graduate Internship- Computer Vision/Deep Learning Research

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Posted on: December 29, 2020 Apply Now
Internship Expires March 1, 2021

IntelinAir delivers actionable intelligence from aerial data (drones, aircraft, satellite) for quick decision-making in mission critical applications. We deliver precision imaging and real-time data analysis to solve the most challenging problems. We combine the power of aerial imagery analytics through computer vision and deep learning methodologies, agronomic science and user-friendly interface technologies to deliver near real-time decision support to farmers around issues of emergence, early-season weeds, nutrient deficiencies, weather damage, water stress, insect infestations, and more. As a startup, we have a fast-paced entrepreneurial work environment with offices in Yerevan, Armenia, Champaign, IL, and San Jose, CA. This graduate internship is an opportunity to work with a vast amount of image data and push the limit of what computer vision and machine learning can do in agriculture while operating in a friendly and fast-paced startup environment. Last year work from our summer internships led to publications at AAAI and Frontiers in Artificial Intelligence.

Our data is:

· Big: We capture high-resolution aerial imagery with individual images containing over 3M pixels

· Deep: In 2020 alone we will collect over 1PB of data

· Multi-Spectral and Multi-Sensor: In addition to RGB we have NIR, thermal, topological, soil, and planting data

· Temporal: We gather data multiple times across the year to understand the complete seasonal evolution

· View a (very small) sample of our data at https://www.agriculture-vision.com/dataset

Responsibilities

· Work with terabytes of image data to deliver cutting-edge computer vision and deep learning solutions for real-world problems

· Contribute to both the research and development efforts including publishing papers/patents and delivering results

· Collaborate with our agronomists, annotators, engineers, and other experts

Required qualifications

· Currently pursuing an MS or PhD (preferred) in computer science, machine learning, physics, mathematics, statistics, or related technical field

· Energetic self-starter with a passion for innovating and solving challenging problems with machine learning

· Able to work independently as well as on a team

· Experience with Deep Learning (e.g. PyTorch, Tensorflow, Keras) and computer-vision (e.g. OpenCV, OpenGL) frameworks

· Ability to manipulate large quantities of image data

· Knowledgeable about the current literature and state-of-the-art methods

· Strong programming skills (Python preferred) and version control (e.g. Git) practices

· Strong communication skills: ability to explain complex technical issues to both technical and non-technical audiences

Preferred qualifications

· Interest in and experience with self, semi, and weakly supervised methods is a plus

· Publication record in machine learning, AI, computer vision or related technical fields

· Experience with distributed and multi-GPU computing

· Experience working with large (>1GB each) images

· Familiarity with big-data and cloud computing

· Ability to design and execute a research plan

Apply Now

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