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DevOps and MLOps Fundamentals
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DevOps and MLOps Fundamentals

This course is part of Machine Learning Operations.

Course Cost

₹ 38,343

Beginner

Skill Level

4 Weeks

Self-paced lessons

Comprehensive course covering the integration of DevOps, DataOps, and MLOps practices for machine learning solutions. Learn to build and deploy ML applications using modern tools like GitHub Copilot, Gradio, and Hugging Face. Master containerization, cloud deployment, and high-performance computing with Rust for ML applications.

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4.5

English

What you'll learn

  • Build interactive ML applications using modern web frameworks

  • Develop efficient command-line tools for ML applications

  • Implement high-performance solutions using Rust

  • Master containerization and cloud deployment

  • Create integrated DevOps and MLOps pipelines

  • Optimize ML workflows using modern tools

  • Apply best practices in data operations

  • Implement end-to-end ML solutions

Skills you'll gain

DevOps
MLOps
DataOps
Containerization
Cloud Deployment
GitHub Actions
Gradio
Hugging Face
Rust
Machine Learning

This course includes:

PreRecorded video

Graded assignments, exams

Access on Mobile, Tablet, Desktop

Limited Access access

Shareable certificate

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Get a Completion Certificate

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Certificate

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Share your certificate with prospective employers and your professional network on LinkedIn.

CREATED BY

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Top companies offer this course to their employees

Top companies provide this course to enhance their employees' skills, ensuring they excel in handling complex projects and drive organizational success.

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There are 5 modules in this course

This comprehensive course teaches the integration of DevOps, DataOps, and MLOps practices for machine learning operations. Students learn to build end-to-end ML solutions using modern tools and frameworks. The curriculum covers MLOps fundamentals, essential math for data science, pipeline development, and advanced topics like Rust implementation for high-performance computing. Key focus areas include containerization, cloud deployment, and AI-powered development tools.

Introduction to MLOps

Module 1

Essential Math and Data Science

Module 2

Operations Pipelines: DevOps, DataOps, MLOps

Module 3

End to End MLOps and AIOps

Module 4

Rust for MLOps: The Practical Transition from Python to Rust

Module 5

Fee Structure

Individual course purchase is not available - to enroll in this course with a certificate, you need to purchase the complete Professional Certificate Course. For enrollment and detailed fee structure, visit the following: Machine Learning Operations

Reviews

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Faculties

These are the expert instructors who will be teaching you throughout the course. With a wealth of knowledge and real-world experience, they're here to guide, inspire, and support you every step of the way. Get to know the people who will help you reach your learning goals and make the most of your journey.

DevOps and MLOps Fundamentals

Beginner

Skill Level

4 Weeks

Self-paced lessons

Course Cost

₹ 38,343

Completion

CERTIFICATE

Frequently asked Questions

Below are some of the most commonly asked questions about this course. We aim to provide clear and concise answers to help you better understand the course content, structure, and any other relevant information. If you have any additional questions or if your question is not listed here, please don't hesitate to reach out to our support team for further assistance.