Datacamp - Machine Learning Engineer [Update 02/2025]
English | Size: 939 MB
Genre: eLearning[/center]

This career track teaches you everything you need to know about machine learning engineering and MLOps.

Machine Learning Engineer
Become a Cutting-Edge Machine Learning Engineer
Step into the exciting world of machine learning engineering with this comprehensive Track designed for aspiring professionals. You'll learn everything you need to know about model deployment, operations, monitoring, and maintenance to become a well-rounded machine learning engineer.
Master the Fundamentals of MLOps
Gain a deep understanding of the core concepts of MLOps as you:
Explore the modern MLOps framework and lifecycle
Learn to design, train, and deploy end-to-end models
Gain hands-on experience with key technologies like Python, Docker, and MLflow
Understand crucial concepts like CI/CD, deployment strategies, and concept drift
Gain Practical Skills Through Real-World Projects
Apply your knowledge to solve authentic challenges that mirror the day-to-day work of a machine learning engineer. You'll have the opportunity to develop predictive models for agriculture, forecast temperatures in London using advanced techniques, and build reliable data pipelines using ETL and ELT principles.
Develop a Versatile Machine Learning Engineering Skill Set
Throughout this Track, you'll gain expertise in building and deploying machine learning models in production environments, ensuring their performance remains optimal over time. You'll explore methods for monitoring models and addressing issues related to data and concept drift while leveraging data version control for efficient ML data management. Additionally, you'll learn how to implement CI/CD pipelines to streamline model development and deployment, making machine learning workflows more reliable and scalable.
Prepare for a Junior Machine Learning Engineer Role
Upon completing this Track, you'll have the knowledge and practical experience to confidently pursue junior machine learning engineer positions. You'll be equipped to:
Collaborate with data science teams to bring models from concept to production
Optimize model performance and ensure seamless integration with business systems
Continuously monitor and maintain deployed models to deliver reliable results
Contribute to the development of scalable and efficient machine learning infrastructure
Note: This Track assumes prior knowledge of data manipulation, training, and evaluating machine learning models using Python.
Unlock Your Potential in Machine Learning Engineering
Start this transformative journey to become a sought-after machine learning engineer. With interactive courses, real-world projects, and expert instruction, you'll gain the skills and confidence to make a lasting impact in this cutting-edge field.

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