Engineer - AI and Machine Learning
3 weeks ago
- Design, develop, and deploy machine learning models and AI-driven solutions.
- Collaborate with cross-functional teams, including data scientists, software engineers, product managers, and client stakeholders to understand, evaluate and deliver AI solutions that meet the requirements.
- Conduct data preparation, feature engineering, model selection, training and optimization to ensure optimal performance from the AI models.
- Design and implement AI solutions using the latest Generative AI technologies and foundation models / large-language models (LLMs).
- Develop automation scripts for MLOps pipelines in cloud using Infrastructure as Code (IaC) for ML model deployment in model inferencing workflows, following best practices of model versioning and CI/CD deployments.
- Monitor and maintain AI models post-deployment, ensuring performance, accuracy, and scalability.
- Contribute to the development of AI tools, frameworks, and best practices to support the company’s AI initiatives.
- Stay up-to-date with emerging trends, tools, and techniques in AI and machine learning.
- Write clean, maintainable, and well-documented code following industry standards.
- Bachelor’s or Master’s degree in Computer Science, Artificial Intelligence, Machine Learning, or a related field.
- 3-5 years of hands-on experience in AI/ML development in professional working environment, with a track record of successful AI project deployments.
- Strong understanding of supervised, unsupervised, and reinforcement learning techniques.
- Proficiency in using Python and common AI/ML libraries and frameworks (e.g., TensorFlow, PyTorch, Scikit-learn, NumPy, Pandas) for data preprocessing, feature engineering, and model development techniques.
- Basic understanding and usage of foundation models / large language models (LLMs), vector embeddings and their application.
- Experience with cloud platforms (AWS, GCP, or Azure) and containerization tools (Docker, Kubernetes).
- Experience using ML frameworks and tools in the cloud, such as Amazon Sagemaker.
- Strong problem-solving skills and the ability to work both independently and as part of a team.
- Excellent communication skills, with the ability to convey complex technical concepts to non-technical stakeholders.
- Experience with Natural Language Processing (NLP).
- Experience using advanced search and retrieval techniques like retrieval augmented generation (RAG) for Large Language Models (LLMs).
- Experience with fine tuning of Large Language Model with custom data sets.
- Familiarity with MLOps principles and tools such as MLflow.
- Knowledge of software development best practices, including version control (Git) and CI/CD pipelines.
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