
Senior AI Solutions Architect
5 days ago
Job Description:
- You will provide leadership in designing and implementing cutting-edge AI solutions that leverage deep learning, high-performance computing, and computationally intensive workloads.
- We seek an expert to identify architectural changes and/or completely new approaches for accelerating our deep learning models.
- As an architect you are responsible for converting business needs associated with AI-ML algorithms into a set of product goals covering workload scenarios, end user expectations, compute infrastructure and time of execution; this should lead to a plan for making the algorithms production ready.
- Benchmark and optimize the Computer Vision Algorithms and the Hardware Accelerators for performance and quality KPIs.
- Optimize algorithms for optimal performance on the GPU tensor cores.
- Collaborate with various teams to drive an end-to-end workflow from data curation and training to performance optimization and deployment.
- Assign tasks to the team and monitor progress.
Key Responsibilities
- Lead the design and implementation of AI solutions using deep learning techniques.
- Develop and implement algorithms for optimizing computer vision and hardware acceleration.
- Collaborate with cross-functional teams to ensure seamless integration of AI solutions.
- Provide technical leadership and mentorship to team members.
- Identify and mitigate risks associated with AI solution development.
Requirements
- PhD or MS in Computer Science, Electrical Engineering, or related field.
- 7+ years of experience in AI, machine learning, and deep learning.
- Strong background in numerical analysis, performance analysis, model compression, and optimization.
- Excellent C/C++ programming skills and hands-on expertise with PyTorch, TensorRT, CuDNN.
- Hands-on experience with GPU computing (CUDA, OpenCL, OpenACC) and HPC (MPI, OpenMP).
- Proficient in Python programming and bash scripting.
- Proficient in Windows, Ubuntu, and Centos operating systems.
- Excellent communication and collaboration skills.
Preferred Qualifications
- Hands-on experience with HPC cluster job schedulers such as Kubernetes, SLURM, LSF.
- Familiarity with cloud computing architectures.
- Hands-on experience with Software Defined Networking and HPC cluster networking.
- Working knowledge of cluster configuration management tools such as Ansible, Puppet, Salt.
- Understanding of fast, distributed storage systems and Linux file systems for HPC workloads.
About Us
Our company provides artificial intelligence based solutions for life sciences applications. Our solutions improve efficiency, diagnostic accuracy, and turnaround times in pathology, microbiology, and ophthalmology workflows across pharmaceutical and healthcare laboratories.
We leverage machine and deep learning techniques to develop diagnostic, prognostic, and predictive solutions. Our solutions provide cost benefits in the pharmaceutical domain, by speeding up pre-clinical drug development timelines, and by enhancing the efficiency of environmental monitoring required in manufacturing.
In healthcare applications, our solutions improve treatment outcomes by aiding disease stratification and enabling management protocols tailored to individual patients.
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