Manager - Data Science - Time Series Forecasting (6-9 yrs)

3 weeks ago


Gurgaon, Haryana, India iimjobs Full time

Summary of Responsibilities:

  • Understanding business objectives and formulate the problem as a Data Science problem
  • Expert level proficiency in Multivariate Time Series Forecasting or Causal Forecasting
  • Develop and maintain robust data processing pipelines and reproducible modelling pipelines
  • Explore data and communicate insights clearly to nontechnical as well as technical audience
  • Analyze experimental results, iterate and refine models to create significant business impact
  • Indepth understanding of classical statistical forecasting algorithms like ARIMA, ETS, etc. as well as new age algorithms like Prophet.
  • Proven experience is handling Time Series Forecasting using standard Regression algorithms like Linear Regression, Gradient Boosted Decision Trees, Random forest, etc.
  • Good practical knowledge with Sequence Models in Deep Learning, like LSTMs, Transformers, etc. especially in the context of Time Series Forecasting.
  • Proficiency with at least one Deep Learning Framework such as PyTorch, Tensorflow, etc.
  • Ability to guide and mentor junior Data Scientists on solution development

Desired Skills:

Requirements:

  • Bachelor's Degree in a Quantitative discipline, preferably Computer Science
- >4 years' experience in data science/Analytics roles

  • Proven experience as a Data Scientist or similar role
  • Expert ability to write robust code in Python
  • Expert skill at manipulating dataframes using Pandas and arrays using Numpy
  • Familiarity with standard machine learning libraries (like scikitlearn , StatsModels)
  • Deep Learning Frameworks like Tensorflow, PyTorch etc.
  • Completed Projects on Time Series Forecasting, beyond statistical algorithms like ARIMA
  • Excellent verbal and written communication skills
  • You take complete ownership of your work and are selfdriven

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