Generative AI - ML System Engineering
Tasks
- Build and scale high throughput 3D data pipelines
- Build data loading framework and libraries
- Build end to end machine learning framework for 3D
- Debug and monitor hardware platform performance
- Design training pipeline for pretraining and finetuning
- Develop inference pipelines for diffusion models
- Implement custom operators with CUDA
- Implement custom operators with Triton
- Optimize distributed model training across GPUs
- Optimize models using compilation
- Optimize models using fusion
- Optimize models using quantization
Perks/Benefits
Skills/Tech-stack
C++ | CUDA | Compilation | Data pipeline | Diffusion Models | Distributed Training | Fusion | GPU Performance | GPU Performance Optimization | JAX | Machine Learning | Model Parallelism | Performance optimization | PyTorch | Python | Quantization | Tensor programming | Triton
Education
N/A
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