
AI/ML Pipeline Developer
24 hours ago
Job Title: AI/ML Pipeline Developer
\We are seeking a highly skilled and experienced AI/ML pipeline developer to join our global team. As an AI/ML pipeline developer, you will be responsible for designing and developing custom machine learning and deep learning models for business-specific problems.
\Responsibilities:\- \
- Design and develop scalable AI/ML pipelines for data ingestion, preprocessing, training, testing, deployment, and monitoring.\
- Collaborate with cross-functional teams to integrate AI solutions into real-world products.\
- Ensure high-performance, scalable, and production-ready deployment using MLOps practices.\
- Optimize models with advanced techniques (hyperparameter tuning, distributed training, GPU optimization).\
- Document technical processes, architectures, and pipeline workflows for reproducibility and knowledge sharing.\
- Stay up-to-date with the latest innovations in LLMs, generative AI, and automation frameworks.\
- Develop and maintain AI/ML pipelines using Python, PyTorch, TensorFlow, Scikit-learn, Hugging Face, and other relevant technologies.\
- Prioritize and manage multiple projects simultaneously, ensuring timely delivery and quality results.\
- Maintain accurate records of project progress, timelines, and deliverables.\
- Collaborate with data scientists, engineers, and product managers to identify areas for process improvement.\
- Contribute to research initiatives and adopt best practices in AI/ML development.\
- Participate in code reviews, providing constructive feedback and suggestions for improvement.\
- Stay current with industry trends, emerging technologies, and methodologies.\
- Provide support and guidance to junior developers and contribute to their growth and development.\
- Develop and maintain documentation, including user manuals, technical guides, and API references.\
- Integrate AI/ML solutions with existing infrastructure, including databases, APIs, and third-party services.\
- Maintain a clean and organized codebase, adhering to coding standards and best practices.\
- Work closely with QA engineers to ensure that AI/ML solutions meet quality and performance standards.\
- Develop and implement automated testing frameworks for AI/ML solutions.\
- Collaborate with security teams to ensure that AI/ML solutions meet security and compliance requirements.\
- Monitor and report on AI/ML solution performance, identifying areas for improvement and recommending enhancements.\
- Develop and maintain dashboards and reports to track key performance indicators (KPIs) and metrics.\
- Communicate effectively with stakeholders, including executive leaders, product managers, and customers.\
- Present complex technical information in a clear and concise manner.\
- Travel as required for meetings, workshops, and conferences.\
- Perform other related duties as assigned.\
- The ideal candidate should have a strong background in AI/ML, programming languages, and software development methodologies.\
- Experience with cloud platforms (AWS, Azure, GCP), containerization (Docker), and orchestration (Kubernetes) is a plus.\
- Familiarity with DevOps practices and continuous integration/continuous deployment (CI/CD) pipelines is desirable.\
- A bachelor's or master's degree in Computer Science, Artificial Intelligence, Data Science, or related field is required.\
- 5+ years of experience in AI/ML development, preferably with a focus on pipeline development.\
- Proficiency in Python, PyTorch, TensorFlow, Scikit-learn, Hugging Face, and other relevant technologies.\
- Strong problem-solving skills, attention to detail, and ability to work independently.\
- Excellent communication, collaboration, and leadership skills.\
- Bachelor's/Master's in Computer Science, Artificial Intelligence, Data Science, or related field.\
- 5+ years of hands-on experience in developing AI/ML solutions.\
- Strong programming expertise in Python and frameworks like PyTorch, TensorFlow, Scikit-learn, Hugging Face.\
- Proven track record in building and managing ML pipelines (Airflow, Kubeflow, MLflow, Prefect, etc.).\
- Proficiency in data preprocessing, feature engineering, and model evaluation techniques.\
- Hands-on experience with cloud AI/ML platforms (AWS Sagemaker, Azure ML, or GCP Vertex AI).\
- Familiarity with containerization and orchestration (Docker, Kubernetes).\
- Strong problem-solving ability and ability to work independently in a remote, fast-paced environment.\
- Preferred Skills:\
- \
- Experience in fine-tuning Large Language Models (LLMs).\
- Exposure to real-time/streaming data processing (Kafka, Spark Streaming).\
- Knowledge of microservices and API development for model integration.\
- Experience with generative AI and reinforcement learning techniques.\
- Develop and maintain scalable AI/ML pipelines for data ingestion, preprocessing, training, testing, deployment, and monitoring.\
- Collaborate with cross-functional teams to integrate AI solutions into real-world products.\
- Ensure high-performance, scalable, and production-ready deployment using MLOps practices.\
- Optimize models with advanced techniques (hyperparameter tuning, distributed training, GPU optimization).\
- Document technical processes, architectures, and pipeline workflows for reproducibility and knowledge sharing.\
- Develop and maintain AI/ML pipelines using Python, PyTorch, TensorFlow, Scikit-learn, Hugging Face, and other relevant technologies.\
- Continuously evaluate and improve AI/ML solutions based on performance metrics and user feedback.\
- Support and collaborate with data scientists, engineers, and product managers to identify areas for process improvement.\
- Stay up-to-date with industry trends, emerging technologies, and methodologies.\
- Provide support and guidance to junior developers and contribute to their growth and development.\
- Develop and maintain documentation, including user manuals, technical guides, and API references.\
- Integrate AI/ML solutions with existing infrastructure, including databases, APIs, and third-party services.\
- Work closely with QA engineers to ensure that AI/ML solutions meet quality and performance standards.\
- Develop and implement automated testing frameworks for AI/ML solutions.\
- Collaborate with security teams to ensure that AI/ML solutions meet security and compliance requirements.\
- Monitor and report on AI/ML solution performance, identifying areas for improvement and recommending enhancements.\
- Communicate effectively with stakeholders, including executive leaders, product managers, and customers.\
- Present complex technical information in a clear and concise manner.\
- Travel as required for meetings, workshops, and conferences.\
- Perform other related duties as assigned.\
- The ideal candidate should have a strong background in AI/ML, programming languages, and software development methodologies.\
- Experience with cloud platforms (AWS, Azure, GCP), containerization (Docker), and orchestration (Kubernetes) is a plus.\
- Familiarity with DevOps practices and continuous integration/continuous deployment (CI/CD) pipelines is desirable.\
- A bachelor's or master's degree in Computer Science, Artificial Intelligence, Data Science, or related field is required.\
- 5+ years of experience in AI/ML development, preferably with a focus on pipeline development.\
- Proficiency in Python, PyTorch, TensorFlow, Scikit-learn, Hugging Face, and other relevant technologies.\
- Strong problem-solving skills, attention to detail, and ability to work independently.\
- Excellent communication, collaboration, and leadership skills.\
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