We are seeking deep learning experts with a deep, system-level understanding of how models are designed, trained, and behave in production. The focus of this role is on perception systems, primarily camera-based vision, with optional exposure to LiDAR and radar sensors. This is not a role for \"black-box\" model users. We are looking for someone who can reason about model architectures, training dynamics, and performance behavior, rather than relying solely on prior job titles or years of experience.
Place of Work
Home office
Salary
By agreement
Start Date
By agreement
Job description
Develop and evolve deep learning backbones for perception systems
Focus on camera-based perception, with optional work on LiDAR and radar integration
Explore and implement Vision Transformer architectures and other advanced model designs
End-to-end reasoning: data → model → system behavior
Analyze, diagnose, and improve model robustness, generalization, and failure modes
Requirements
Deep understanding of deep learning architectures at a fundamental level
Ability to reason about training dynamics, generalization, robustness, and failure cases
Experience designing, modifying, and improving models rather than using off-the-shelf solutions
Strong understanding of trade-offs between different backbone architectures (e.g., CNNs vs Vision Transformers)
Clear and confident communication of complex technical concepts
Preferred Background | There is no single required path, but strong signals include:
PhD-level research with strong publications in deep learning, or
Hands-on experience in deep learning at top-tier DL-driven organizations (e.g., Nvidia, Waymo, or similar)
Benefits
• Membership in APM.Digital club - become APM Expert
• Beer box for each APM Expert
• 100% work from home
• Multisport card
• Flexible working hours
• Tax and social counseling for freelancers
• Work with the most modern tools on the market in all areas
• Young team, frequent team building
The position is suitable for candidates with education
Bachelor's degree in Computer Science, Data Science, AI or a related field (or equivalent practical experience)
Language skills
English Language - upper intermediate (B2)
Number of years of experience
Minimum 4+ years of experience
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APM Digital
We are an independent IT project consultancy and outsourcing provider. Based in Slovakia we have a strong footprint in CEE and DACH region.
Key information:
- APM Digital was founded in 2016 with a single mission: to guide our clients during Digital Transformation and help them to be prepared in the rapidly changing market.
- We built strong customer and partnerships networks in EU, with focus on Germany and Austria.
- Our activities meanwhile spread also to Slovakia, Czech Republic, Poland, Hungary, India, and United Arab Emirates.
What we value:
- Since our foundation, we have accomplished to build good relationships and trust with our customers, which are the core attributes we value the most.
- We deliver our services with agile to be flexible, transparent to our clients and always work on the top priorities.
- We deep dive into your particular business problems and supply you with fresh ideas. Innovate faster with us.
Our clients:
- Our clients vary from small and medium companies to large corporates across Europe.
- Our focus on Germany, Austria and Central Europe allows us to deliver excellent service onsite at the client's location.
- We have hands-on expertise in Banking, Utilities, Automotive and Finance.
More info on
Karrierestufe
Keine Angabe
Beschäftigungsverhältnis
Zeitarbeit
Tätigkeitsbereich
Ingenieurwesen und IT
Branchen
IT-Dienstleistungen und IT-Beratung