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Machine Learning Engineer
Machine Learning EngineerThoughtSol Infotech Ltd. • Uttar Pradesh, India
Machine Learning Engineer

Machine Learning Engineer

ThoughtSol Infotech Ltd. • Uttar Pradesh, India
5 days ago
Job description

Designation : ML / MLOPs Engineer

Location : Noida (Sector- 132)

Experience required : 1 Year

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.
  • 1 year 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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    Machine Learning Engineer • Uttar Pradesh, India

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