Neural Concept Shape

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What is Neural Concept Shape?

"The first 3D Deep Learning Software dedicated to Computer Assisted Engineering and Design. Better design choices, faster R&D cycles, reduced engineering costs."

Neural Concept Shape (NCS) is the commercial and industrial implementation of a software package developed at EPFL’s computer vision laboratory over the last 3 years. NCS is the first Deep-Learning software specifically tailored for Computer Assisted Engineering application. Our software allows the engineer to extract maximum value from simulation data, allowing him to explore an infinite number of designs without calling back the expensive simulator and to automatically optimize a shape given a set of performance goals. Our software searches the space of shapes to find this best compromise, while saving the engineer time, energy and economical cost. Neural Concept Shape is a force multiplier that will make it possible to test several orders of magnitude more variations of a given design than is currently possible. This results in far more optimised shapes and potentially, to solutions that a human designer may not have previously considered. One of the main innovation is that Neural Concept Shape is agnostic to the shape parametric representation, as it directly works with the mesh representation of the design. Hence, a single predictor can be trained with a large amount of data, used for various optimisation tasks and becomes more and more powerful over time. The approach can leverage additional historical data from many different sources, without the need of having multiple designs sharing an underlying parametrisation.


Neural Concept Shape scored 56/100 in the CAD & CAE category. This is based on press buzz (25/100), recent user trends (falling), and other relevant information on Neural Concept Shape gathered from around the web.

The score for this software has improved over the past month. What is this?

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Neural Concept Shape Product Overview


Languages: English

Neural Concept Shape Features

  • A/B Testing
  • Analytics
  • API
  • Big Data
  • Calendar Management
  • Customer Management
  • Dashboard
  • Data Export
  • Data Import
  • Data Mining
  • Data Visualization
  • External Integrations
  • Forecasting
  • Inventory Tracking
  • Multi-User
  • Natural Resources
  • Notifications
  • Project Management
  • Scheduling
  • SEO
  • Supplier Management
  • 3D Slicing
  • 3D Modeling
  • 3D Editing
  • 3D Print Optimization
  • 3D Print Analyzation
  • STL File Support
  • CAD File Support
  • OBJ File Support
  • VRML File Support
  • X3G File Support
  • PLY File Support
  • FBX File Support
  • Shipping Management
  • Order management
  • SAP Integration
  • Sentiment Analysis
  • Cloud Deployment
  • Local Deployment
  • Optimized Search Processing
  • 2D Modeling
  • Simulation
  • Electrical Design
  • Mechanical Design
  • Architectural Design
  • Motion Analysis
  • Static Analysis
  • Tolerance Analysis
  • Collaboration Support
  • Alignment Aids
  • Rendering
  • Materials Library
  • Surface Modeling
  • Ultra-High-Res Monitor Support
  • Developer Tools

Neural Concept Shape FAQs

Does Neural Concept Shape offer multi-user capability (e.g. teams)?

One license can be used freely by a team that have the same objectives, the same applications.

Does Neural Concept Shape offer guides, tutorials and or customer support?

Yes we provide a user guide as well as a customised support throughout your project with our customer success engineers.

What are some applications Neural Concept Shape is commonly used in tandem with?

This software is commonly used with classical CFD Packages but can also be used with experimental data.

What are some applications Neural Concept Shape is commonly used in tandem with?

This software is commonly used with classical CFD Packages but can also be used with experimental data.

Does Neural Concept Shape offer guides, tutorials and or customer support?

Yes we provide a user guide as well as a customised support throughout your project with our customer success engineers.

Does Neural Concept Shape offer multi-user capability (e.g. teams)?

One license can be used freely by a team that have the same objectives, the same applications.

Does Neural Concept Shape offer an API?

This technology is implemented at the heart of a large software stack for integration with external applications through multiple APIs. It is sold directly with a set of high-level software tools for the management of Deep-Networks. Namely, our library allows a high-level definition of Network architecture, the management of training jobs at a large scale, and the storage and recovery of models and data.

Does Neural Concept Shape integrate with any other apps?

Our technology is integrated with the classical CFD softwares such as OpenFoam or Ansys but could also be integrated with different softwares on request.

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