Staff/senior Machine Learning Engineer

6 days ago

Singapore NodeFlair Full time

**Job Summary**:
**Job Type**

**Seniority**

Senior Lead

**Years of Experience**
Information not provided

**Tech Stacks**
CNN TensorFlow C++ CI Matplotlib PyTorch Keras Git Python

**Description**

We are looking for a Staff/Senior Machine Learning Engineer to take our Edge AI team to the next level. This team works within the larger ASIC Design team that develops and delivers toolchains that allow customers and partners to compile AI models to run optimally on resource-constraint environments like Neural Processing Units (NPU).
**Responsibilities**
- Enhance, maintain and support existing toolchain features, model training pipelines, model zoo and modify model architectures for NPU optimality.
- Develop python packages for supporting toolchain in various phases of compiler workflow.
- Serve as SME within the team to support ML queries for internal & external users. Keep management up to speed with trends and innovations in EdgeAI space.
**Skills**:

- Strong understanding of all aspects of deep learning models including model/block definitions in various frameworks, forward and backward passes, multi-GPU training and inference logic, data pre-/post-processing algorithms, weight distribution analysis and debugging

**Requirements**:

- Master or Ph.D in AI/ML or related field.
- At least 3 years of commercial software development experience, preferably in C++ or Python.
- Knowledge of model optimization techniques, including but not limited to: Quantization, Tuning, Knowledge Distillation etc.
- Knowledge of Deep Learning frameworks Like TensorFlow, TFLite, Keras and ONNX.
- Good understanding of algorithms like Face Recognition, Pose Estimation, Image Segmentation, Object Detection, Gesture Recognition etc.

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