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Machine Learning Engineer

Location: Chennai, TN, India
Req ID: 017755

Job Description

Description

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Ready to be a Cooper too? This might just be right up your alley!

We’re here to keep the dream of home ownership alive. Oh, and while we’re at it, we’re determined to change the lending industry itself. It’s simple, but it won’t be easy. And we’ll need a great team behind us. (That’s where you come in.) We want to show the world that transparency, candor and collaboration aren’t just good values. They’re good business. Working here isn’t for people who want to punch a clock. It’s for people who want to punch a hole in the status quo. Come join us. And make a difference instead of just a living.

Job Description

We are looking for ML Engineers for building AI/ML products for extracting the insights from the Bigdata and for optimizing the mortgage process engineering. The ideal candidate will be part of the complete life cycle of AI/ML projects that includes data collection, curation, EDA, model training, integration, productionization, monitoring, and so on, and should be a good team player and passionate about artificial intelligence and stay up-to-date with the latest developments in the field.

Responsibilities:

  • Understanding business objectives and developing models to achieve them, along with metrics to track their progress. 
  • Analysing large and complex datasets to extract insights and decide on the appropriate technique.
  • Exploratory Data Analysis, Visualization, and Analysing the ML algorithms that could be used to solve a given problem and ranking them by their success probability.
  • Supervising the data acquisition process if more data is needed. Finding available datasets online that could be used for training.
  • Defining validation strategies, pre-processing, or feature engineering to be done on a given dataset, and defining data augmentation pipelines, if required.
  • Training models and tuning their hyperparameters; Analysing the errors of the model and designing strategies to overcome them; Deploying models to production.
  • Demonstrate the end-to-end understanding of applications (including, but not limited to, the machine learning algorithms) being built.
  • Managing available resources such as hardware, data, and personnel so that objectives are met.
  • Communicate and explain complex processes to people who are not programming experts.
  • Research and implement best practices to improve the existing machine learning infrastructure.

 

Skills:

  • Expertise in fetching the right data from RDBMS and NoSQL databases and datastores.
  • Expertise in data visualization, manipulation, and versioning of big datasets. 
  • Proficiency with Python and basic libraries for machine learning (such as scikit-learn, NumPy, and Pandas)
  • Experience in NLP, Vision, Classification, Extraction, Regression, Clustering, and Forecasting.
  • Experience in building deep learning models with TensorFlow/Keras or PyTorch.
  • Experience in ML best practices for product design.
  • Experience in Google Cloud AI products such as BigQuery, AutoML, Vision, AI Platform, and so on.
  • Experience with Feature Engineering, Data Security, and Model Security.
  • Experience in building the MLOps pipelines (using DVC, Kubeflow, Airflow, or Vertex AI).
  • Experience in low-code and Auto ML libraries (for example, PyCaret and AutoKeras).

Mr. Cooper is committed to nurturing a diverse and inclusive environment where every employee is empowered to be their authentic self.  We know that a large part of our success as a business is directly tied to our ongoing efforts to attract and retain diverse talent and maintain an inclusive environment where each employee can thrive.  Embracing and leveraging diversity through an inclusive work environment fosters new ideas, new insights, and constant innovation.  We strive to weave the principles of diversity and inclusion throughout the fabric of how we work, how we interact, and how we engage with our customers and the community.

Job Requisition ID:

017755

Job Category:

Information Technology

Primary Location City:

Chennai

Primary Location Region:

Tamil Nadu

Primary Location Postal Code:

600089

Primary Location Country:

India

Posting Organization:

Mr. Cooper

Line of Business:

Information Technology

Additional Posting Location(s):

NSM_Bangalore

Alternate Requisition:

No

Summary

Responsible for the design, development, testing, documentation and analysis of modules or features of new or upgraded software systems and products. Develops and/or executes implementation according to project plans and priorities. Engineers may develop a range of products including device drivers, patches, operating system modifications, EDI routines, graphics modules, etc.
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