Jobs

    Ai & Machine Learning, Specialist / Consultant | Technology, Specialist / Consultant - Singapore - AIA Singapore Private

    AIA Singapore Private
    AIA Singapore Private Singapore

    1 week ago

    Default job background
    Full time
    Description

    Leverage strong data science / engineering experience with cutting edge technologies in the relational, unstructured and cloud ecosystem and data lake/warehouse spaces to support and enable a true data driven company. To extract, transform, model and aggregate data that can scale to petabytes, elastically, with low latency and high availability

  • Perform technical planning, architecture development and modification of specifications
  • Develop specifications for new information technology products, applications and system service offerings
  • Assess the compatibility and integration of IT products and services proposed as standards in order to ensure an integrated architecture across interdependent technologiesQualifications
  • A background in Computer Science, Engineering, Mathematics or Statistics.
  • Good understanding of data exploration and interpretation, including feature selection, AB testing, Statistical hypothesis testing.
  • Experience using data science related libraries such as Numpy, Sci-kit learn, Dask, NLTK, Computer Vision libraries like OpenCV etc
  • Good knowledge of deep learning frameworks like Tensorflow, Keras, Pytorch.
  • Good practical knowledge with Sequence Models in Deep Learning, like LSTMs, Transformers, etc.
  • Experience developing and deploying predictive models and machine learning algorithms into production environments is desired. Train and Retrain ML systems and models. Tune and analyse AI/ML algorithms.
  • Natural Language Processing / Understanding / Generation. A solid experience with solving NLP problems like intent/entity detection, sentiment analysis, NER etc. Should be good with Spacy (NLP)
  • Good practical understanding and implementation experience of ML Ops and end to end deployment of AI/ML solutions.
  • Experience and understanding of distributed database technologies/concepts. Strong knowledge in SQL and bash scripting.
  • Experience integrating real-time data streaming including Spark and Kafka
  • Experience with Cloud Infrastructure, Data Bricks, Kubernetes, Docker, GPU.
  • A proficient Python /Java / Scala developer
  • Experience in leading a teamNice To Haves
  • Experience with AWS/Azure and their suite of product offerings.
  • Knowledge of database internals and optimizations.
  • Knowledge of optimised data storage and serialisation formats.What we expect from you
  • You are a data visionary that believes in the power and potential of being data driven
  • Implement scalable and robust AI/ML systems computing on large volumes of datasets using a variety of open source and proprietary Data Science technologies
  • Be willing to share your expertise and mentor less experienced engineers
  • Able to work quickly and independently within a fast pace agile team


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