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Data Engineer (recent grad)

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Analytics
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205535 Requisition #

About us, but we’ll be brief

We are thrilled to share that FORTUNE has named Experian one of the 100 Best Companies to Work For. In addition, for the last five years we’ve been name in the top 100 “World’s Most Innovative Companies” by Forbes Magazine.

Experian DataLabs is a R&D unit at Experian formed with the desire to work in collaboration with Experian’s business units to enhance relationships with clients and acquire strategic datasets.  Experian® is a global leader in providing information, analytical tools and marketing services to organizations and consumers to help manage the risk and reward of commercial and financial decisions. Using our comprehensive understanding of individuals, markets and economies, we help organizations find, develop and manage customer relationships to make their businesses more profitable.

 

What you’ll be doing

The person filling this position will be part of Experian North America R&D Data Lab concentrating on research and development of novel analytical solutions, new product prototyping, as well as new data asset evaluation and acquisition.   This position requires extensive background and knowledge in deep learning and machine learning, as well as experience in researching and developing conversational AI technology using latest deep learning technology.  Previous experience in analyzing large datasets and developing data driven statistical models is desirable.          

The candidate will need to be able to work on multiple concurrent projects, anticipate obstacles, and make high quality deliveries on an aggressive schedule.  The candidate must also be a team player that is self-motivated and has excellent communication skills.

  • Analyzing, processing, evaluating and documenting large data sets
  • Researching and implementing conversational AI technology and applications
  • Implementing and experimenting various language models (transformer, BERT, GPT, etc.)
  • Identify/develop appropriate machine learning/deep learning/data mining/text mining techniques to uncover the value of the data
  • Designing data structure and data storage schemes for efficient data manipulation and information retrieval
  • Developing tools for data processing and information retrieval
  • Developing data driven models to quantify the value of a given data set
  • Applying, modifying and inventing algorithms to solve challenging business problems
  • Validating score performance
  • Conducting ROI and benefit analysis
  • Documenting and presenting model process and model performance

What your background looks like

  • Degree in Machine Learning, Computer Science, Electrical Engineering, Physics, Statistics, Applied Math or other quantitative fields
  • 0-2 years of working experience in deep learning and machine learning
  • Ability to independently support existing products
  • Proven track record in modifying and applying advanced algorithms to address practical problems
  • Experience with Natural Language Processing, Natural Language Understanding, and the relevant open-source tools
  • Proficient with advanced deep learning technology and open source tools such as pytorch or tensorflow
  • Experience with regression, Neural Network, SVM, and/or ensemble methods
  • Experience with generative modeling techniques such as GAN
  • Experience in developing, modifying and experimenting advanced language models
  • Experience in developing/applying/evaluating conversational AI technology
  • Proven ability to work independently on development of complex models with extremely large and complex data structures
  • Proficient in more than one of Python, R, Java, C++, or C
  • Robust knowledge and experience with statistical methods

Plusses:

  • Extensive knowledge of SQL
  • Experience with Hadoop and NoSQL related technologies such as Map Reduce, Spark, Hive, HBase, mongoDB, Cassandra, etc.
  • Experience with online, mobile marketing analytics
  • Experience with GPU programming
  • Solid knowledge of Bayesian statistical inference and related machine learning methods.
  • Experience with Agile methods for software development

 

EOE including Disability/Veteran

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