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Google Practice Specialist Machine Learning Infrastructure Google Cloud Singapore 987495213
05.08.2024
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Minimum qualifications:
- Bachelor's degree in Computer Science, Mathematics, a related technical field, or equivalent practical experience.
- 5 years of experience in machine learning algorithms, statistical analysis, data mining, and model evaluation.
- Experience with large language models, multimodal models, and other generative AI techniques, including their architecture, training methodologies, and fine-tuning.
- Experience in Python, PyTorch, and Jupyter/Colab notebooks.
- Experience with open-source ML tools (e.g., Hugging Face, Weights and Biases, and other relevant libraries).
Preferred qualifications:
- Experience training and fine-tuning large models (e.g., image, language, etc.) using accelerators (i.e., GPUs, TPUs).
- Experience working with cloud-based ML platforms (e.g. Google Cloud Vertex Platform).
- Experience with performance profiling tools (e.g., TensorFlow Profiler, PyTorch Profiler, TensorBoard).
- Experience with ML performance benchmarks, distributed training, and optimizing performance versus cost trade-offs.
- Proficiency in libraries and frameworks (e.g., Hugging Face Transformers, CUDA, PyTorch/XLA (TPUs)).
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