AI / Machine Learning Researcher
5 мес. назад
GeorgiaCISRemote
machine learningdata analysismvp development
AI / Machine Learning Researcher focusing on applied research and prototype development for Planner 5D platform.
О компании
- About us: Planner 5D is a global hub for home design, uniting over 100+ million users in 230 territories around our planet (yes, we have 2 users connecting from Antarctica each month!). Our platform simplifies the home renovation process from concept to execution, and this process has never been more straightforward with our cutting-edge software . You don't need to be a professional designer to enhance your home or workspace. We are dedicated to streamlining the design experience, making the customization of dream homes accessible to everyone . Our cross-platform presence spans Web , iOS , Android , Windows , and MacOS , ensuring seamless synchronization for our users. Planner 5D is more than just software; it's a vibrant community of enthusiastic and product-oriented professionals.
Требования
- 4+ years of experience in AI/ML research or applied machine learning.
- Strong background in mathematics and computer science, including statistics, optimization, linear algebra, and algorithms.
- Solid understanding of machine learning and deep learning methods.
- Experience working with real-world datasets, including data exploration, cleaning, feature extraction, and experimental validation.
- Proficiency in Python and common scientific/ML libraries (NumPy, SciPy, Pandas, etc.).
- Experience with deep learning frameworks such as TensorFlow or PyTorch.
- Familiarity with computer vision or multimodal AI (images, video, 3D data such as point clouds and meshes).
- Ability to independently formulate research hypotheses, design experiments, and evaluate results.
- Strong analytical thinking and ability to solve complex problems with limited prior solutions.
Будет плюсом
- Experience with 3D data processing (point clouds, meshes, spatial data).
- Experience building or experimenting with AI agents or LLM-based systems.
- Experience training and fine-tuning neural networks.
- Interest in geometry, graph theory, or computational geometry.
Другое
- Conduct applied research in AI/ML to solve real-world problems related to home design, 2D/3D data, and visual understanding.
- Work with raw and unstructured data (images, 3D point clouds, text, video) to identify useful signals and formulate research directions.
- Generate and test hypotheses through experiments, modeling, and data analysis.
- Design and implement prototypes and MVP solutions, validating ideas before production implementation.
- Train, evaluate, and iterate on machine learning and deep learning models.
- Contribute to the development of AI-driven features, including computer vision systems and AI agents.
- Collaborate with engineers to translate research prototypes into production-ready solutions.
- Provide algorithm-level support for deployed models, improving and adapting them as new data or requirements emerge.