MLOps | Machine Learning Operations
About this Specialization
This comprehensive course series is perfect for individuals with programming knowledge such as software developers, data scientists, and researchers. You\'ll acquire critical MLOps skills, including the use of Python and Rust, utilizing GitHub Copilot to enhance productivity, and leveraging platforms like Amazon SageMaker, Azure ML, and MLflow. You\'ll also learn how to fine-tune Large Language Models (LLMs) using Hugging Face and understand the deployment of sustainable and efficient binary embedded models in the ONNX format, setting you up for success in the ever-evolving field of MLOps\\n\\nThrough this series, you will begin to learn skills for various career paths:\\n\\n1. Data Science - Analyze and interpret complex data sets, develop ML models, implement data management, and drive data-driven decision making.\\n\\n2. Machine Learning Engineering - Design, build, and deploy ML models and systems to solve real-world problems.\\n\\n3. Cloud ML Solutions Architect - Leverage cloud platforms like AWS and Azure to architect and manage ML solutions in a scalable, cost-effective manner.\\n\\n4. Artificial Intelligence (AI) Product Management - Bridge the gap between business, engineering, and data science teams to deliver impactful AI/ML products.Created by: Duke University
Related Online Courses
This comprehensive course offers learners a deep dive into the world of IoT systems and their integration with Industrial Automation. Uncover the historical roots and architectural nuances of IoT,... more
This is a self-paced lab that takes place in the Google Cloud console. This lab shows you how to create a Google Cloud Dataproc cluster, run a simple Apache Spark job in the cluster, then modify... more
The Robotic Process Automation (RPA) specialization offers comprehensive knowledge and professional-level skills focused on developing and deploying software robots. It starts with the basic... more
With genomics sparks a revolution in medical discoveries, it becomes imperative to be able to better understand the genome, and be able to leverage the data and information from genomic datasets.... more
The practice of investment management has been transformed in recent years by computational methods. This course provides an introduction to the underlying science, with the aim of giving you a... more