Software Engineer - Deep Learning/Machine Learning (2-6 yrs) Mumbai/Bangalore (Systems/Product Software)
HuntingCube Recruitment pvt ltd
Mumbai
4d ago
source : iimjobs.com

About US :

We are Internet Advertising Division, is one of the world's leading companies in the Contextual Advertising space. We build technology that identifies the intent of a user viewing a webpage and then show advertisements related to what the user is looking for.

We use Machine Learning, Data Mining, Linguistic Analysis and Advanced Statistics to build contextual models to understand pages on the internet.

We serve our contextual real-time ads customized for each visitor and each page view across billions of visitors, across 10's of millions sites / domains on a server infrastructure that runs 1000+ CPUs, terabytes of RAM, and 100's of terabytes of data.

What the team does :

This team is responsible for building systems that include massive database infrastructure, relevance algorithms, ad delivery engines, data mining systems, web user interfaces etc.

  • The problem space encompasses some of the most comprehensive problems in Computer Science (Machine Learning, Data Mining, BI, Large Scale Distributed Computing and Artificial Intelligence);
  • Mathematics; Economics & Business (Auction Theory, Behavioral Targeting).

    The team's goal's is to build algorithms to map the user's intent with the content of the ads that are shown.

    The team is directly responsible for increasing company revenues.

    On one side this is done by using Natural language Processing & Information retrieval techniques to find out what is the given page talking about.

    Commercial topics, categories etc from the contents of the webpage as well as the site are extracted and used to deliver the most relevant ads.

    On the other side feedback from user actions are coupled with sophisticated statistical and Machine learning techniques to improve quality of ads over time.

    Aggregations are analyzed by systems over url, domain, category and topic of page to be able to better predict what is likely to do well for a given impression.

    Another of the upcoming charters of the team is to show better ads using behavioral targeting based on specific interests of that user on a general web page.

    Responsibilities :

  • Design, implement, and deploy scalable algorithms and models to utilize large amounts of data
  • Utilize advanced data mining and machine learning to personalize the user experience, increase user engagement and improve core business metrics
  • Deep understanding of development processes
  • Data processing for existing internal databases and external / public data sources.
  • Requirements :

  • Experience in Artificial Intelligence or Information technology or related field
  • Should be able to solve complex algorithms
  • Knowledge of machine learning, Deep Learning or Neural Networks
  • Excellent analytical, logical and problem solving skills
  • Excellent verbal & written communication skills
  • B.E / B.Tech / M.E / M.S or Equivalent in Computer Science, Artificial Intelligence, Machine Learning, Information retrieval, Statistics, Information Technology or related field
  • Good to have :

  • Application of Deep Learning to NLP problems will be a plus
  • Knowledge of Big Data and Cloud computing technologies
  • Exposure to statistical techniques
  • Coding background
  • Innovative & Entrepreneurial thinking
  • ref : hirist.com)

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