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Machine Learning Engineer

Machine Learning Engineer

ThoughtSol Infotech Ltd.Noida, Uttar Pradesh, India
1 day ago
Job description

Designation : - ML / MLOPs Engineer

Location : - Noida (Sector- 132)

Key Responsibilities :

  • Model Development & Algorithm Optimization : Design, implement, and optimize ML

models and algorithms using libraries and frameworks such as TensorFlow , PyTorch , and

scikit-learn to solve complex business problems.

  • Training & Evaluation : Train and evaluate models using historical data, ensuring accuracy,
  • scalability, and efficiency while fine-tuning hyperparameters.

  • Data Preprocessing & Cleaning : Clean, preprocess, and transform raw data into a suitable
  • format for model training and evaluation, applying industry best practices to ensure data

    quality.

  • Feature Engineering : Conduct feature engineering to extract meaningful features from data
  • that enhance model performance and improve predictive capabilities.

  • Model Deployment & Pipelines : Build end-to-end pipelines and workflows for deploying
  • machine learning models into production environments, leveraging Azure Machine

    Learning and containerization technologies like Docker and Kubernetes .

  • Production Deployment : Develop and deploy machine learning models to production
  • environments, ensuring scalability and reliability using tools such as Azure Kubernetes

    Service (AKS) .

  • End-to-End ML Lifecycle Automation : Automate the end-to-end machine learning
  • lifecycle, including data ingestion, model training, deployment, and monitoring, ensuring

    seamless operations and faster model iteration.

  • Performance Optimization : Monitor and improve inference speed and latency to meet real-
  • time processing requirements, ensuring efficient and scalable solutions.

  • NLP, CV, GenAI Programming : Work on machine learning projects involving Natural
  • Language Processing (NLP) , Computer Vision (CV) , and Generative AI (GenAI) ,

    applying state-of-the-art techniques and frameworks to improve model performance.

  • Collaboration & CI / CD Integration : Collaborate with data scientists and engineers to
  • integrate ML models into production workflows, building and maintaining continuous

    integration / continuous deployment (CI / CD) pipelines using tools like Azure DevOps , Git ,

    and Jenkins .

  • Monitoring & Optimization : Continuously monitor the performance of deployed models,
  • adjusting parameters and optimizing algorithms to improve accuracy and efficiency.

  • Security & Compliance : Ensure all machine learning models and processes adhere to
  • industry security standards and compliance protocols , such as GDPR and HIPAA .

  • Documentation & Reporting : Document machine learning processes, models, and results to
  • ensure reproducibility and effective communication with stakeholders. Required Qualifications :

  • Bachelor’s or Master’s degree in Computer Science, Engineering, Data Science, or a related
  • field.

  • 3+ years of experience in machine learning operations (MLOps), cloud engineering, or
  • similar roles.

  • Proficiency in Python , with hands-on experience using libraries such as TensorFlow ,
  • PyTorch , scikit-learn , Pandas , and NumPy .

  • Strong experience with Azure Machine Learning services, including Azure ML Studio ,
  • Azure Databricks , and Azure Kubernetes Service (AKS) .

  • Knowledge and experience in building end-to-end ML pipelines, deploying models, and
  • automating the machine learning lifecycle.

  • Expertise in Docker , Kubernetes , and container orchestration for deploying machine
  • learning models at scale.

  • Experience in data engineering practices and familiarity with cloud storage solutions like
  • Azure Blob Storage and Azure Data Lake .

  • Strong understanding of NLP , CV , or GenAI programming, along with the ability to apply
  • these techniques to real-world business problems.

  • Experience with Git , Azure DevOps , or similar tools to manage version control and CI / CD
  • pipelines.

  • Solid experience in machine learning algorithms , model training , evaluation , and
  • hyperparameter tuning

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