Associate Machine Learning Engineer
1 week ago
Role Name: Machine Learning Engineer
Department Name: AI & Data Science
Role GCF: 03
Role Description:
We are seeking a highly skilled Associate Machine Learning Engineer with MLOps background to join our team. You will play a pivotal role in building and scaling our machine learning models from development to production. Your expertise in both machine learning and operations will be essential in creating efficient and reliable ML pipelines.
Roles & Responsibilities:
Collaborate with data scientists to develop, train, and evaluate machine learning models.
Build and maintain MLOps pipelines, including data ingestion, feature engineering, model training, deployment, and monitoring.
Leverage cloud platforms (AWS, GCP, Azure) for ML model development, training, and deployment.
Support implementation of DevOps/MLOps best practices to automate ML workflows and improve efficiency.
Support development and implementation ofmonitoring systems to track model performance and identify issues.
Conduct A/B testing and experimentation to optimize model performance.
Work closely with data scientists, engineers, and product teams to deliver ML solutions.
Must-Have Skills:
Solid theoretical foundation in machine learning algorithms and techniques
Experience in at least oneMLOps practices and tools (e.g., MLflow, Kubeflow, Airflow); Experience in DevOps tools (e.g., Docker, Kubernetes, CI/CD)
Proficiency in Python and at least one ML library (e.g., TensorFlow, PyTorch, Scikit-learn)
Strong analytical and problem-solving skills; Ability to learn quickly; Good communication and interpersonal skills
Good-to-Have Skills:
Experience with big data technologies (e.g., Spark, Hadoop), and performance tuning in query and data processing
Experience with data engineering and pipeline development
Experience in statistical techniques and hypothesis testing, experience with regression analysis, clustering and classification
Knowledge of NLP techniques for text analysis and sentiment analysis
Education and Professional Certifications
Bachelors degree with 2-5 years of experience in Computer Science,IT or related field
Certifications on GenAI/ML platforms(AWS AI, Azure AI Engineer, Google Cloud ML, etc.)
Soft Skills:
Strong analytical and troubleshooting skills.
Strong verbal and written communication skills
Ability to work effectively with global, virtual teams
High degree of initiative and self-motivation.
Ability to manage multiple priorities successfully.
Team-oriented, with a focus on achieving team goals.
Ability to learn quickly, be organized and detail oriented.
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