Staff Machine Learning Engineer
3 weeks ago
In this role, you’ll be embedded inside a vibrant team of data scientists. You’ll be expected tohelp conceive, code, and deploy data science models at scale using the latest industry tools.Important skills include data wrangling, feature engineering, developing models, and testingmetrics.
Responsibilities
Discover data sources, get access to them, import them, clean them up, and make themmachine learning-ready.
Work with data scientists to create and refine features from the underlying data andbuild pipelines to train and deploy models.
Partner with data scientists to understand, implement, refine and design machinelearning and other algorithms.
Run regular A/B tests, gather data, perform statistical analysis, draw conclusions on theimpact of your models.
Work cross functionally with product managers, data scientists and product engineers,and communicate results to peers and leaders.
Explore new technology shifts in order to determine how they might connect with thecustomer benefits we wish to deliver
BS, MS, or PhD degree in Computer Science or related field, or equivalent practicalexperience.
8+ years of experience
Knowledgeable with Data Science tools and frameworks (i.e. Python, Scikit, NLTK,Numpy, Pandas, TensorFlow, Keras, R, Spark).
Basic knowledge of machine learning techniques (i.e. classification, regression, andclustering).
Understand machine learning principles (training, validation, etc.)
Knowledge of data query and data processing tools (i.e. SQL)
Computer science fundamentals: data structures, algorithms, performance complexity,and implications of computer architecture on software performance (e.g., I/O andmemory tuning).
Software engineering fundamentals: version control systems (i.e. Git, Github) andworkflows, and ability to write production-ready code.
Experience deploying highly scalable software supporting millions or more users
Experience with GPU acceleration (i.e. CUDA and cuDNN)
Experience with integrating applications and platforms with cloud technologies (i.e.AWS and GCP)
Strong oral and written communication skills. Ability to conduct meetings and makeprofessional presentations, and to explain complex concepts and technical material tonon-technical users
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