Machine Learning Engineer

Full Time
New York, NY
Posted
Job description
Company Overview and Culture
EXL (NASDAQ: EXLS) is a global analytics and digital solutions company that partners with clients to improve business outcomes and unlock growth. Bringing together deep domain expertise with robust data, powerful analytics, cloud, and AI, we create agile, scalable solutions and execute complex operations for the world’s leading corporations in industries including insurance, healthcare, banking and financial services, media, and retail, among others. Focused on creating value from data for driving faster decision-making and transforming operating models, EXL was founded on the core values of innovation, collaboration, excellence, integrity and respect. Headquartered in New York, our team is over 40,000 strong, with more than 50 offices spanning six continents. For information, visit www.exlservice.com.

For the past 20 years, EXL has worked as a strategic partner and won awards in its approach to helping its clients solve business challenges such as digital transformation, improving customer experience, streamlining business operations, taking products to market faster, improving corporate finance, building models to become compliant more quickly with new regulations, turning volumes of data into business opportunities, creating new channels for growth and better adapting to change. The business operates within four business units: Insurance, Health, Analytics, and Emerging businesses.

EXL looks deeper. Deeper into your business to find smarter solutions and clearer strategies for a better business model. We believe that businesses must look deeper at how they manage their operations and processes to better handle change and sustain growth. Our responsibility, as a dedicated partner, is to take a problem-solving focus, ask the right questions, and create the right solutions to make sure our clients’ needs are met. EXL is business process solutions company. We integrate operations management services, decision analytics and technology platforms to deliver immediate results and long-term business impact. We work as a strategic partner to help our clients simplify and streamline business operations, improve corporate finance, manage compliance, create new channels for growth, and better adapt to change.

EXL Analytics provides data-driven, action-oriented solutions to business problems through statistical data mining, cutting edge analytics and data science techniques and a consultative approach. Leveraging proprietary methodology and best-of-breed technology, EXL Analytics takes an industry-specific approach to transform our clients’ decision making and embed analytics more deeply into their business processes. Our global footprint of nearly 2,000 data scientists and analysts assist client organizations with complex risk minimization methods, advanced marketing, pricing and CRM strategies, internal cost analysis, and cost and resource optimization within the organization. EXL Analytics serves the insurance, healthcare, banking, capital markets, utilities, retail and e-commerce, travel, transportation and logistics industries.
Responsibilities
  • Create end to end ML workflow, training pipelines, engineer new features, monitor training process, unit testing
  • Coding and architecting of end-to-end applications on modern data processing technology stack: Hadoop, Hive, AWS Cloud, Spark ecosystem technologies
  • Work on analytics application infrastructure analysis & requirements (e.g., configuration, access, tools, services, computing capacity, etc.)
  • Test components of the pipeline and deploy them into a target environment
  • Enable sharing models and collaboration to improve model management with a model registry
  • Define model serving options, create testing pipeline in production
  • Enable model monitoring for detection of anomalies, early alerts, and triggering ML pipelines for retraining
  • Unify all the processes and automate entire release process with CI/CD orchestration
Qualifications
  • Master's degree in statistics, mathematics, computer science/engineering, operations research or related analytics areas; candidates with BA/BS degrees in the same fields from the top tier academic institutions are also welcome to apply
  • Min 4 years of Big Data, and Spark experience building and running complex pipelines/applications at scale in production
  • Min 2 year hands-on experience implementing or prototyping machine learning systems, preferably in Python or other similar object-oriented programming languages
  • Experience with AWS: S3, Airflow, EC2, Sagemaker, Lambda, ECR, Spark, Kafka, Kinesis, DynamoDB
  • Industry best practices in coding is a must (Using Git)
  • Strong background in machine learning, optimization and scaling ML algorithms
  • Care about agile software processes, data-driven development, reliability, and disciplined experimentation.
  • Firm grasp of CS fundamentals, Data structures, and algorithms
  • Experience and passion for fostering collaborative teams.
  • Demonstrated leadership ability and willingness to take initiative
  • Strong record of achievement, solid analytical ability, and an entrepreneurial hands-on approach to work
  • Outstanding written and verbal communication skills
What We Offer
  • EXL Analytics offers an exciting, fast-paced and innovative environment, which brings together a group of sharp and entrepreneurial professionals who are eager to influence business decisions.
  • The ability to learn aspects of client businesses, effective teamwork and time-management skills and a deeper understanding of statistics and machine learning
  • We invest heavily in training you in all aspects of analytics as well as in leading analytical tools and techniques.
  • A talented and experienced pool of mentors and advisors
EEO/Minorities/Females/Vets/Disabilities

Please be aware that EXL requires all employees to be vaccinated for COVID-19. This position will require the successful candidate to obtain and show proof of a vaccination. EXL is an equal opportunity employer, and will provide reasonable accommodation to those individuals who are unable to be vaccinated consistent with federal, state, and local law.

Base Salary Range Disclaimer: The base salary range represents the low and high end of the EXL base salary range for this position. Actual salaries will vary depending on factors including but not limited to: location and experience. The base salary range listed is just one component of EXL's total compensation package for employees. Other rewards may include bonuses, as well as a Paid Time Off policy, and many region specific benefits.

Please also note that the data shared through the job application will be stored and processed by EXL in accordance with the EXL Privacy Policy.

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