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Senior ML Engineer

1872 Consulting

Senior Client Engineer

SAN FRANCISCO, CA ENGINEERING FULL-TIME What will you be doing?

  • Training machine learning models over billions of data points. Quantifying predictive uncertainty using probabilistic and Bayesian methods. Creating models that quickly generalize to new tasks using few-shot and meta- learning.
  • Training agents that execute decisions to optimize a reward over time. Implementing state-of-the-art model-based planning and reinforcement learning algorithms, including offline and off-policy methods that learn from human demonstrations.
  • Scaling machine learning systems to massive datasets using big data technologies such as Spark and Hadoop.
  • Building visualization and data exploration tools that automate the analysis and debugging of machine learning models.

What skills and experience do you need?

  • Masters or PhD in computer science, or equivalent.
  • 4+ years of work experience.
  • Strong programming and problem-solving skills.
  • Deep knowledge of machine learning, including both supervised and reinforcement learning. Specific subfields include deep learning, probabilistic and Bayesian methods, few-shot and meta- learning, model-based planning, and imitation learning. Proficiency with the Python machine learning stack, including numpy, scipy, pandas, scikit-learn, matplotlib, tensorflow, keras, pytorch.
  • Experience with reinforcement learning, model-based planning, and/or control theory is a plus.
Vacancy posted 5 days ago
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