Applied Scientist (Computer Vision)

Stack

Responsibilities

• ▹Develop innovative machine learning algorithms
• ▹Implement advanced methods and technologies in model development
• ▹Analyze large datasets to identify correlations and patterns
• ▹Visualize research results for clearer interpretation
• ▹Tune hyperparameters and optimize algorithms
• ▹Improve models to enhance their performance and accuracy
• ▹Provide consultations and collaborate with colleagues from other departments
• ▹Report progress and project achievements to management
• ▹Explore and evaluate new technologies in machine learning
• ▹Implement cutting-edge ideas and techniques into production processes
• ▹Train and mentor junior colleagues

Requirements

• ▹4+ years in machine learning (computer vision domain)
• ▹Practical experience in at least one of: classification, detection, segmentation
• ▹Python3, NumPy, scikit-learn, pandas, SciPy
• ▹Deep learning frameworks: PyTorch
• ▹Experience deploying machine learning models to production
• ▹Good understanding of machine learning and deep learning concepts

Nice to have

• ▹Practical experience with GANs, VAEs
• ▹Probabilistic programming and bayesian framework
• ▹Model optimization: pruning, quantization, knowledge distillation
• ▹Basic understanding of web and client-server architecture
• ▹asyncio, aiohttp and other async libraries for back-end
• ▹Basic understanding of Big Data, difference between MapReduce and in-memory processing
• ▹Algorithms, data structures
• ▹SQL, NoSQL
• ▹Docker, Kubernetes, Kubeflow
• ▹C++, Bash

Soft skills

What we offer

• ▹Equal opportunities, transparent and value-based corporate culture and an individual approach
• ▹Competitive compensation and perks
• ▹Performance Bonus and Loyalty Bonus
• ▹Gig-contract
• ▹21 paid vacation days per year, paid public holidays according to Ukrainian legislation
• ▹Development opportunities: corporate courses, knowledge hubs, free English classes, educational leaves
• ▹Medical insurance from day one, sick leaves
• ▹Remote working available within Ukraine only
• ▹Free meals, fruits and snacks in the office

About the company

SQUAD's distributed team develops motion detection features for Cloud and Edge environments, ensuring high performance and adaptability for diverse deployment needs.