What is MLOps? | Introduction to Machine Learning Operations in Kannada | MicroDegree

Опубликовано: 31 Октябрь 2024
на канале: MicroDegree ಕನ್ನಡ
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🤖 Unlock MLOps! 🌟 Discover how it streamlines AI model deployment, monitoring, and maintenance for top career growth! 🚀💼📊

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📈 What is MLOps? 🤖 I’m Shwetha from MicroDegree, and in this video, we’ll dive into the world of MLOps (Machine Learning Operations) and how it makes managing ML models in production seamless, scalable, and efficient! 🚀 Discover how MLOps supports model deployment, monitoring, and maintenance, enhancing reliability and collaboration in machine learning. 🔄✨
Learn the key steps to mastering MLOps: starting with ML basics, then exploring DevOps fundamentals, and finally diving into essential MLOps tools! 🧑‍💻🛠️ By the end, you’ll be ready to launch your own MLOps projects and make an impact! 🌐📊
👉 Don’t forget to like 👍, subscribe 🔔, and share your questions in the comments! Let’s build a powerful MLOps foundation together! 🌟

🎥 ನಮಸ್ಕಾರ! ನಾನು Shwetha, ಈ ವೀಡಿಯೋಗೆ ನಿಮಗೆ ಸ್ವಾಗತ! 😊 ಇಂದಿನ ವೀಡಿಯೋದಲ್ಲಿ MLOps (Machine Learning Operations) ಬಗ್ಗೆ ಹಾಗೂ ಅದನ್ನು production level ನಲ್ಲಿ ML models ಅನ್ನು deploy, monitor, ಮತ್ತು manage ಮಾಡಲು ಹೇಗೆ ಬಳಸಬಹುದು ಎಂಬುದನ್ನು ತಿಳಿಯೋಣ. 🚀 MLOps models‌ ಅನ್ನು reliable ಆಗಿ scale ಮಾಡಲು ಸಹಾಯ ಮಾಡುತ್ತದೆ. 🤖✨
ಈ ವೀಡಿಯೋದಲ್ಲಿ MLOps ನ core functions, ಅಂದರೆ model deployment, monitoring, ಮತ್ತು maintenance ಬಗ್ಗೆ ಮಾತನಾಡುತ್ತೇವೆ. MLOps ಮೂಲಕ model efficiency, consistency, ಮತ್ತು collaboration ಹೆಚ್ಚಿಸಲಾಗುತ್ತದೆ ಎಂಬುದನ್ನು ವಿವರಿಸುತ್ತೇವೆ. 🎯
ನಿಮ್ಮ MLOps learning journey ನ roadmap ಕೂಡ ಇದೆ: machine learning basics ನಿಂದ ಆರಂಭಿಸಿ, DevOps concepts ಹಾಗೂ MLOps tools ಒಳಗೊಂಡಂತೆ step-by-step guide ನೀಡಿದ್ದೇವೆ, helping you to master it. 💡📈
👉 Like 👍 ಮಾಡಿ, subscribe 🔔 ಮಾಡಿ, ಮತ್ತು ನಿಮ್ಮ ಪ್ರಶ್ನೆಗಳನ್ನು comments ನಲ್ಲಿ ಹಂಚಿಕೊಳ್ಳಿ! 💬


🎥✨ Ready to dive into the world of MLOps (Machine Learning Operations)? 🤖 In this video, we’ll explore what MLOps is and why it’s crucial for deploying, monitoring, and managing machine learning models effectively in production! 🌐💡

MLOps simplifies the core functions needed for ML models: deployment, constant monitoring, and ongoing maintenance. By automating these processes, MLOps helps keep models consistent, efficient, and scalable! 📈⚙️

Learn the benefits of MLOps! From ensuring reliability to boosting collaboration, MLOps supports seamless integration and smoother model management in real-world applications like fraud detection and speech recognition. 💬🛠️

Wondering where to start? 🚀 Begin with machine learning basics, explore DevOps concepts, and then move on to essential MLOps tools. Soon, you’ll be ready to build your own ML projects with confidence! 🎯📚

👉 Don’t forget to like 👍, subscribe 🔔, and share your questions or experiences in the comments! 💬 Let’s master MLOps and elevate your ML skills together! 🌟

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