Senior Software Engineer - Big Data

5 - 10 years

8 - 12 Lacs

Posted:2 days ago| Platform: Naukri logo

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Job Type

Full Time

Job Description

Develop, implement and maintain advanced machine learning based monitoring platform with cutting edge big data capability. Your role will involve building scalable monitoring pipelines, ensuring data quality, and fix issues in production environments to drive business insights and improve customer experiences.
 
Essential Responsibilities
  • Develop and optimize machine learning models for various applications.
  • Preprocess and analyze large datasets to extract meaningful insights.
  • Deploy ML solutions into production environments using appropriate tools and frameworks.
  • Collaborate with cross-functional teams to integrate ML models into products and services.
  • Monitor and evaluate the performance of deployed models.
Minimum Qualifications
  • Minimum of 5 years of relevant work experience and a Bachelors degree or equivalent experience.
  • Experience with ML frameworks like TensorFlow, PyTorch, or scikit-learn.
  • Familiarity with cloud platforms (AWS, Azure, GCP) and tools for data processing and model deployment.
  • Several years of experience in designing, implementing, and deploying machine learning models.
Preferred Qualification
  • Strong programming skills in Big data processing (Pig/Scala+Java/Python) and SQL.
  • Strong in data issue investigation and problem solving. Ability to synthesize information and generalize the pattern.
  • Expertise on big data platform and infrastructure
  • Develop, optimize and maintain ETL pipelines to handle large volumes of data from multiple sources for advanced machine learning models
  • Build and optimize distributed data processing systems using big data frameworks and technologies
  • Maintain and improve existing data infrastructure, ensuring high availability and fault tolerance
  • Collaborate with engineers from other sites, data scientists and business stakeholders to understand data requirements and deliver appropriate solutions
  • Strong proficiency in Python, Java or Scala
  • Extensive experience with Apache Spark (Spark SQL, Spark Streaming, PySpark)
  • Hands-on experience with Hadoop ecosystem (HDFS, YARN, Hive, HBase)
  • Experience with cloud-based data platforms (Google BigQuery)
  • Experience with relational databases (e.g., PostgreSQL, MySQL) and/or NoSQL databases (e.g., MongoDB)
  • Experience with version control systems (Git) and CI/CD practices
  • Familiar with Linux environments; able to perform troubleshooting and write automation scripts (Shell/Python)
  • Good documentation habit and can sync up with teams across different locations remotely
  • Good understanding of security principles and data protection
  • Experience with time-series databases (InfluxDB)
  • Knowledge of RESTful API development and HTTP client libraries
  • Experience in building GenAI based solutions
  • Strong problem-solving skills and attention to detail
  • Experience working in agile development environments
  • Excellent communication and collaboration skills

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