Case Studies
Explore the selection of our case studies in the areas of Artificial Intelligence and HPC. To find out more, contact us directly.
In every project we deliver, we combine some of the coolest and cutting-edge machine and deep learning, optimization and acceleration techniques to solve real-world problems and meet our client’s needs. The philosophy of the company has been built around the model where we strive to benefit from the latest & greatest research results in the universities while injecting these straight into the business world. Thus we have PhD+ experts on our team who continue research seeking solutions to emerging problems and constantly work on finding new applications for their inventions.
The unique combination of world-class researchers and highly-qualified, fast-learning engineering teams helps us bring true innovations to the market. Thru innovations, we help our clients explore concepts that weren’t previously possible.
byteLAKE is now a product company
As part of our evolving journey, we have made the strategic decision to transition into a product company (announcement 1, announcement 2). For the most recent updates, we invite you to explore our dedicated product section.
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Some of our Past Case Studies
Note: For the latest case studies, please refer to our product references and follow us on social media.
Edge AI
- Latest references: visit our product section and follow us on social media.
- byteLAKE’s Starter Kit: Edge AI for Traffic Analytics
- byteLAKE’s Starter Kit: Edge AI for Retail
- Computer Vision on Lenovo’s Edge AI (NVIDIA GPU, Intel Movidius)
- Federated Learning: collaborative AI models training in distributed IoT environment
- Edge AI device prototype for Sound Analytics (new algorithm design and adaptation, edge device prototyping, data collection and processing – whole cycle)
- Computer Vision powered quality inspection for Factory 4.0 (manufacturing)
Machine & Deep Learning
- Latest references: visit our product section and follow us on social media.
- byteLAKE Creates AI-Driven Solutions
- Forestry Management with AI
- AI automation for workflow system and RPAs
- Drones footage analytics and illegal dumping areas detection
- AI engine to accelerate and automate documents processing (ongoing product development)
- Deep Neural Network optimized for NVIDIA GPU
- Time series data analytics with AI
- Face analytics with Azure Cognitive Services
- Transfer learning to improve automatic tagging of images
HPC
- Latest references: visit our product section and follow us on social media.
- AI for CFD (Computational Fluid Dynamics) – cross-platform solution (ongoing product development)
- CFD Kernels adaptation and optimization to CPU-only and CPU+Xilinx Alveo FPGA architectures
- Weather simulation engine (CFD/MPDATA) acceleration with GPU (Piz Daint)
- HPC application ported and optimized to CPU+Nvidia architecture (CUDA)
- Research: finding a way to advance machine learning techniques for HPC optimizations
- Upgraded SLURM to increase nodes utilization and increase the performance of jobs set
- MEGWARE and byteLAKE partner on HPC solutions
- HPC Infrastructure delivery
Other
- Latest references: visit our product section and follow us on social media.
- AI accelerators benchmark: NVIDIA GPU vs. Intel Movidius
- Artificial Intelligence deployments guideline: on-device or in the cloud or data center?
- AI edge devices benchmark: powered by NVIDIA Quadro P1000 vs. AMD industry customized working sample GfX
- Series of benchmarks of various AI workloads for different HPC architectures and storage impact analysis
(more storage-intensive benchmarks on the roadmap)
As a team, we do amazing things.