drjobs Machine Learning Engineer English

Machine Learning Engineer

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موقع الوظيفة drjobs

Dangs (India) - الهند

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الوصف الوظيفي

Overview

As a Machine Learning Engineer you will play a crucial role in developing machine learning models and algorithms to extract valuable insights from large datasets. This role is vital to the organization as it involves creating scalable solutions for complex data analysis problems and driving innovation through the application of advanced machine learning techniques.

Key responsibilities

  • Collaborate with crossfunctional teams to identify and prioritize business opportunities where machine learning can have a significant impact.
  • Design and develop machine learning models algorithms and statistical analysis to address business challenges.
  • Implement scalable and efficient processes for data mining preprocessing and feature engineering.
  • Conduct exploratory data analysis and utilize visualization tools to communicate findings to stakeholders.
  • Build and deploy machine learning solutions in production environments ensuring their reliability and scalability.
  • Optimize and finetune existing machine learning models for improved performance and accuracy.
  • Research and stay abreast of the latest advancements in machine learning and apply them to enhance existing models and processes.
  • Create and maintain documentation for machine learning models including data sources and validation techniques.
  • Collaborate with software engineers to integrate machine learning models into new or existing systems.
  • Participate in code reviews provide constructive feedback and contribute to the continuous improvement of the machine learning infrastructure.
  • Work closely with stakeholders to understand their needs and deliver tailored machine learning solutions.
  • Conduct performance evaluation and testing of machine learning models and iterate based on the results.
  • Ensure compliance with data privacy and security regulations in all machine learning initiatives.
  • Contribute to the development of best practices standards and guidelines for machine learning development within the organization.

Required qualifications

  • Bachelors degree in Computer Science Engineering Mathematics Statistics or related fields.
  • Proven experience working in a machine learning engineering role developing and deploying endtoend machine learning solutions.
  • Strong proficiency in programming languages such as Python R or Java with a focus on data manipulation and analysis.
  • Experience with various machine learning frameworks (e.g. TensorFlow PyTorch scikitlearn) and libraries for data manipulation (e.g. Pandas NumPy).
  • Solid understanding of statistical analysis hypothesis testing and experimental design.
  • Demonstrated experience in building and deploying machine learning models using cloud platforms (e.g. AWS GCP Azure).
  • Expertise in deep learning techniques including convolutional neural networks (CNNs) recurrent neural networks (RNNs) and transfer learning.
  • Proficiency in natural language processing (NLP) and text mining for unstructured data analysis.
  • Strong analytical and problemsolving skills with the ability to translate business requirements into technical solutions.
  • Experience in designing and implementing scalable machine learning solutions for realworld applications.
  • Excellent communication and collaboration skills with the ability to work effectively in crossfunctional teams.
  • Ability to prioritize and manage multiple projects simultaneously in a fastpaced dynamic environment.
  • Knowledge of distributed computing and big data technologies (e.g. Hadoop Spark) is a plus.
  • Familiarity with agile development methodologies and version control systems (e.g. Git) is preferred.
  • Continual learning mindset with a keen interest in exploring new tools and technologies in the machine learning landscape.

machine learning,python,data mining,deep learning,natural language processing,statistical analysis,algorithm development,data visualization

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