Comprehensive MLOps Bootcamp: from Basics to Advanced tools

Advanced MLOps Training: In-Depth Skills with Python, Gradio, SHAP, Pycaret, AutoML, MLFlow, DVC, Azure, Docker and More
4.50 (14 reviews)
Udemy
platform
English
language
Other
category
instructor
Comprehensive MLOps Bootcamp: from Basics to Advanced tools
113
students
9.5 hours
content
Mar 2024
last update
$59.99
regular price

Why take this course?

🚀 Embark on Your MLOps Mastery Journey with Our Comprehensive Bootcamp! 🎓

Welcome to the ultimate learning journey in MLOps - your gateway to mastering Machine Learning Operations with a focus on real-world application and advanced technologies. 🌐✨ Our course is more than just an educational experience; it's a transformational journey into the world of MLOps!

With a staggering 85% of Machine Learning projects failing to reach production, the need for skilled MLOps professionals has never been greater. The MLOps market, valued at $23.2 billion in 2019, is expected to skyrocket to $126 billion by 2025. This course is your ticket to seizing these burgeoning opportunities!

🎯 What You Will Learn: Our comprehensive curriculum is meticulously designed to cover every aspect of MLOps:

  • Model Development: From data collection to model training and evaluation, you'll learn best practices for developing robust models.
  • Versioning and Registration: Understand the importance of version control in the ML lifecycle, mastering tools like MLflow to keep track of your models.
  • Performance Monitoring: Learn how to continuously monitor models post-deployment to ensure they are performing as expected.
  • CI/CD for MLOps: Discover the role of Continuous Integration and Continuous Deployment in streamlining the ML lifecycle.
  • Cloud Deployment: Master the art of deploying models to the cloud, with a focus on Azure Cloud, ensuring your models are scalable and available to users wherever they are.
  • Model Serving: Learn how to serve models as APIs, making them accessible for real-time inference.
  • Web Application Development: Develop interactive web applications that utilize ML models, enhancing user experience with tools like Gradio, Flask, and HTML.
  • Containerization with Docker: Package your ML applications efficiently using Docker, simplifying deployment and scaling processes.

🛠️ Advanced Tool Mastery: You'll learn to implement end-to-end projects with cutting-edge MLOps tools, gaining practical experience that will set you apart in the industry.

  • Model Versioning with MLflow: Master model versioning and registration using MLflow, an industry-standard platform for managing the ML lifecycle.
  • Auto-ML and Low-code MLOps: Discover the power of automating ML model development using Auto-Ml and low-code libraries like Pycaret.
  • Explainability and Auditability: Delve into model interpretability, explainability, auditability, and data drift management using SHAP and Evidently.
  • Containerized ML Workflow with Docker: Learn to use Docker for efficient packaging and distribution of your ML applications.
  • Deploying ML in Production: Master model deployment through API development with FastAPI and Flask, and learn cloud deployment on Azure.
  • Azure Cloud Mastery: Train, deploy, and consume models in Azure Cloud, gaining hands-on cloud computing experience.

📚 What You Get With Our Course: Enroll today and get lifetime access to:

  • An extensive MLOps Training Guide (PDF e-book).
  • Downloadable resources including code files and tools.
  • Real-world lab experiences and practical exercises.
  • Interactive quizzes to test your knowledge.
  • Exclusive cheat sheets and additional learning materials.
  • One-on-one expert support.
  • A dedicated course Q&A forum.
  • A risk-free 30-day money-back guarantee.

🚀 Are You Ready to Take the Next Step? Join us now and be part of a community that's shaping the future of Machine Learning Operations! With our comprehensive MLOps Bootcamp, you'll gain invaluable skills, expand your career opportunities, and become a sought-after professional in the data science field. 🚀

Don't miss out on this opportunity to transform your career with advanced MLOps training. Enroll today and unlock the full potential of your data science expertise! 💥

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5739892
udemy ID
02/01/2024
course created date
15/07/2024
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