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Data Science

Company: ARV Systems Inc
Location: Bloomington
Posted on: May 3, 2020

Job Description:

Job role Performs improved visual representation of data to allow clearer communication, viewer engagement, and fasterbetter decision-making o Investigates, recommends, and initiates acquisition of new data resources from internal and external data sources o Works with appropriate teams to support data collection, integration, and retention requirements based on business need o Identifies critical and emerging technologies that will support and extend quantitative analytic capabilities o Manages work efforts which require the use of sophisticated project planning techniques o Applies a wide application of complex principles, theories, and concepts in a specific field to provide solutions to a wide range of difficult problems o Develops and maintains an effective network of both scientific and business contactsknowledge, obtaining relevant information and intelligence around the market and emergent opportunities o Works with minimum supervision, conferring with supervisor on unusual matters o Uses specialized knowledge of Application Development tools to develop advanced analytic solutions within complex decision support Applications o Uses knowledge and experience with statistical techniques to specify parameters of modeling project or analysis o Leverages business sector opportunities and market dynamics to execute State Farm strategy o Identifies available and relevant data, including internal and external data sources, to leverage new data collection processes such as geologic information or social media o Documents and communicates findings and methods to various audiences - leadership, technical and non-technical, including independent model validation review team o Advanced SQL o Python development for developing pipelines o Building "data pipelines" o Developing python Crawlers to fetch information from various websites o Assemble, clean, normalize large datasets o Python scripting to automate jobs o Write batch jobs to update the delta o SupervisedUnsupervised o Clustering to group the data into specific buckets o Dimensionality reduction to reduce the dimensionally o Active learning to annotatelabel the data o classification o Regression o Advanced Deep Learning methods o Transfer learning Skills Required o Python (multiple versions), Spark, Hadoop, and Docker with an emphasis on good coding practices in a continuous integration context, model evaluation and experimental design o Git for version control, deep learning (RNN, LSTM, Encoders, Embedders), test driven development (prefer py.test nose), and experience with GPU environments and NLP preferred o Experience with Big Data Projects using multiple types of structured and unstructured data o Advanced Deep Learning methods o Transfer learning o Tensorflow, Pytorch, Keras o Scikit-learn o Pandas, Numpy, Scipy, matplotlib and scipy o Time Series forecasting

Keywords: ARV Systems Inc, Bloomington , Data Science, Other , Bloomington, Illinois

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