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Job Summary
Our distributed team develops motion detection features, ensuring high performance through cloud-based solutions. We are responsible for calibrating Edge and Cloud collaboration to achieve the best results.
You will join as a Deep Learning Engineer and be responsible for day-to-day research tasks, such as setting up hypotheses, gathering data for experiments, training and validating ML models, validating results, and writing a paper on your results.
Duties and Responsibilities
Our distributed team develops motion detection features, ensuring high performance through cloud-based solutions. We are responsible for calibrating Edge and Cloud collaboration to achieve the best results.
You will join as a Deep Learning Engineer and be responsible for day-to-day research tasks, such as setting up hypotheses, gathering data for experiments, training and validating ML models, validating results, and writing a paper on your results.
Duties and 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 the field of machine learning. Implement cutting-edge ideas and techniques into production processes
- Engage in continuous self-improvement and technical skill development. Train and mentor junior colleagues to enhance the overall competence level within the team
- 3+ years in machine learning (computer vision domain)
- Practical experience in at least one of the following problems: classification, detection, segmentation
- Python3, NumPy, scikit-learn, pandas, SciPy
- Deep learning frameworks: PyTorch
- Experience in deploying machine learning models to production
- Good understanding of machine learning and deep learning concepts
- Good written and spoken English
- 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, understanding of difference between MapReduce and in-memory processing
- Algorithms, data structures
- SQL, NoSQL
- Docker, Kubernetes, Kubeflow
- Bash
- The environment of equal opportunities, transparent and value-based corporate culture and an individual approach to each team member
- Competitive compensation and perks. Annual performance review
- Gig-contract
- 21 paid vacation days per year, paid public holidays according to the Ukrainian legislation
- Development opportunities like corporate courses, knowledge hubs, and free English classes as well as educational leaves
- Medical insurance is provided from day one. Sick leaves and medical leaves are available
- Remote working mode is available within Ukraine only
- Free meals, fruits, and snacks when working in the office.
Key Skills
Ranked by relevance
machine learning
deep learning
cloud
computer vision
kubernetes
big data
server
pandas
numpy
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- Posted
- Feb 20, 2025
- Type
- Full-time
- Level
- Entry
- Location
- Kyiv
- Company
- SQUAD
Industries
Technology
Information
Internet
Categories
Engineering
Information Technology
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