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Senior Software Engineer I - ML

  • Source: Openings
  • Rakuten International
  • On-site
  • State of Karnataka, India
  • Senior

Job Description

Job Description:

Responsibilities:

  • Work cross functionally with product managers, data scientists and product engineers, and communicate results to peers and leaders;
  • Develop scalable algorithms and methods to provide real-time recommendations;
  • Explore new technology shifts in order to determine how they might connect with the customer benefits we wish to deliver;
  • Work with engineering teams to implement new models while considering functionality for recommendation output;
  • Collaborate with Data Scientists to prototype new algorithms and design experiments for evaluation to enhance our marketing efficiency;
  • Contribute to a culture of continuous improvement, and data driven results;
  • Work with data scientists to create and refine features from the underlying data and build pipelines to train and deploy models;
  • Run regular A/B tests, gather data, perform statistical analysis, draw conclusions on the impact of your models;
  • Discover data sources, ingest and cleanse them in a meaningful way for data processing.
  • Participate in design discussions about new features and approaches to implementing new services;
  • Take end to end ownership of Machine Learning systems – from data pipelines and training, to real-time prediction engines;
  • Partner with data scientists to understand, implement, refine and design machine learning and other algorithms.

Requirements:

  • Bachelor’s degree or higher (completed and verified prior to start) from an accredited university;
  • Preferably working experience in FinTech or Credit Card industry.
  • Knowledgeable with Data Science tools and frameworks (i.e. Python, Scikit, NLTK, Numpy, Pandas, TensorFlow, Keras, R, Spark);
  • Software engineering fundamentals: version control systems (i.e. Git, Github) and workflows, and ability to write production-ready code;
  • Should have clear understanding of Generative AI and various LLM models.
  • Databricks Delta Lake architecture and MLflow is an added advantage.
  • Good knowledge of Azure cloud infrastructure.
  • Strong knowledge of machine learning techniques (i.e. classification, regression, and clustering);
  • BS, MS, or PhD degree in Computer Science or related field, or equivalent practical experience;
  • Understand machine learning principles (training, validation, etc.);
  • Expertise in visualizing and manipulating big datasets
  • Knowledge of data query and data processing tools (i.e. SQL).

Skills

  • Python
  • nltk
  • NumPy
  • Pandas
  • Tensorflow
  • Keras
  • Spark
  • Github
  • azure-databricks
  • databricks
  • delta-lake
  • ml-flow
  • mlflow
  • microsoft-azure
  • elearning-lms
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