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Machine Learning Engineer

4 weeks ago

Rajahmundry, Andhra Pradesh, India ThoughtSol Infotech Pvt. Ltd Full time

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