Engineering and Technology
Gain the DevOps skills required to automate the various aspects and stages of building and monitoring machine learning models.
The Machine Learning DevOps Engineer course on Udacity equips students with the skills necessary for deploying production machine learning models. Students will learn coding best practices using PyLint and AutoPEP8, as well as enhance their git and Github skills for team collaboration. The course also covers testing and logging best practices for production settings to ensure the longevity of models. Additionally, students will learn about reproducible workflows, MLops fundamentals, and technologies like MLflow, pytest, GitHub, Weights & Biases, Kubernetes, Kubeflow, and Great Expectations. The course further delves into deploying machine learning models in production, covering model performance, bias checking, model version control using Data Version Control (DVC), Continuous Integration and Continuous Deployment with GitHub Actions and Heroku, and API development using FastAPI. Lastly, students will automate the devops processes for scoring and re-deploying ML models, including regular scoring, model drift analysis, diagnosing operational issues, and setting up automated reporting with APIs.
by Udacity
Gain the DevOps skills required to automate the various aspects and stages of building and monitorin...
by Udacity
In this course, you'll learn how to apply Supervised, Unsupervised and Reinforcement Learning techni...
by Udacity
Strengthen your machine learning skills and build practical experience by training, validating, and...
by Udacity
Implement machine learning based strategies to make trading decisions using real-world data.
by Udacity
In this course, you’ll learn exactly what to expect during a machine learning interview.
by Udacity
Ever wonder how Netflix can predict what movies you'll like? Or how Amazon knows what you want to bu...
by Udacity
Learn the data science and machine learning skills required to build and deploy machine learning mod...
by Udacity
Learn what machine learning is and the steps involved in building and evaluating models. Gain in dem...
by Udacity
Discover a wide range of supervised learning techniques—from simple linear regression to support vec...
by Udacity
Learn how to engage with machine learning from a theoretical perspective. Explore automated decision...