bit.ly/3Ff5Esb Welcome to Imarticus Learning! In this third part of our Machine Learning Modelling Flow, we cover the final, critical steps of the ML pipeline: deployment, monitoring, and maintenance of your models. In this video, you'll learn how to seamlessly transition your ML models from development to production, ensure their performance with continuous monitoring, and implement strategies to scale and update them over time. Whether you're a budding data scientist or an experienced ML engineer, mastering these techniques is key to delivering robust, real-world solutions. Timestamp ⏱️ 00:00 - Summarising Steps of Modeling Flow 04:59 - What Expectations should you have from Machine learning Modeling? 📌 What You'll Learn: 💡 Model Deployment Essentials – Discover best practices for integrating your ML model into a production environment. 📈 Monitoring & Maintenance Strategies – Learn how to track model performance, detect drift, and re-train models for sustained accuracy. 📊 Scaling Your ML Solutions – Understand how to scale models efficiently to handle real-time data and high traffic. 🔍 Real-World Case Studies – See examples of successful deployment and continuous improvement in dynamic business settings. Why Learn with Imarticus Learning? 📌 Expert Guidance: Learn from seasoned professionals with deep industry insights. 📌 Flexible Learning Options: Balance work and study with structured, customizable programs. 📌 Comprehensive Support: Access mock tests, expert mentorship, and study materials to ace your exams. 📌 Career Success: Imarticus ensures your journey translates into tangible career growth. Predict, Automate & Optimize – Lead with Machine Learning The Postgraduate Program in Data Science and Analytics (PGA) is a 6-month course for graduates and professionals with under three years of experience. It offers 100% job assurance through 2,000+ hiring par0tners, 300+ learning hours, 25+ hands-on projects, and training in 10+ tools like Python, Power BI, and Tableau. With a 22.5 LPA highest salary and 52% average salary hikes, it equips learners to excel in data science and analytics careers. bit.ly/3Ff5Esb 📖 Books to Read on ML Deployment & Monitoring: 📚 Building Machine Learning Powered Applications – Emmanuel Ameisen 📚 Designing Data-Intensive Applications – Martin Kleppmann 📚 Machine Learning Engineering – Andriy Burkov 🎬 Movies & Documentaries to Watch: 🎥 The Social Dilemma – Explore the impact of AI in society. 🎥 AlphaGo – Witness the power of ML in real-world challenges. 🎥 Moneyball – Understand data-driven decision making in sports About Imarticus Learning Imarticus Learning is a leading education company, offering high-quality, industry-specific education via innovative technology, specialised training, career assistance, and mentorship from industry professionals. We have impacted over 10,00,000+ careers within a decade through leading-edge curriculums, highly experienced faculty, and over 3500+ global partnerships with leading institutions and corporations. We offer courses that prepare learners for successful careers in finance, banking, data science, analytics, management, marketing, and technology. ❇️ Key Highlights 12 Years Legacy | 1M+ Learners Impacted | #1 Education Provider in Finance | 8+ Years Legacy in Data Analytics | 85% Placement Record | 54% Average Salary Hike | 24 LPA Highest Salary 🏆 Awards & Accolades •⁠ ⁠Outstanding Education Company of the Year by ET Business Leaders 2024 •⁠ ⁠Best Education Provider in Finance by Elets World Education Summit 2024 •⁠ ⁠Outstanding Education Company for Data Science and Analytics at Observe Now's Education Leaders Conclave & Awards 2024 •⁠ ⁠⁠Recognized in GSV 150 as one of the World's Most Transformational Growth Companies in Digital Learning and Workforce Skilling (2024) •⁠ ⁠Awarded Innovative 21st Century Skills Solutions at Elets World Education Summit, Dubai •⁠ ⁠Best Certification Courses at the Indian Education Congress and Awards •⁠ ⁠Most Promising Digital Learning Platform Brands by siliconindia Magazine •⁠ ⁠Best Education Brand in Analytics by The Economic Times 🌐We're Very Social imarticus.org/ x.com/imarticus www.instagram.com/imarticus in.linkedin.com/company/imarticuslearning www.facebook.com/ImarticusLearning/ #MachineLearning #MLModellingFlow #ModelDeployment #MLMonitoring #ModelMaintenance #DataScience #AI #DeepLearning #CareerGrowth #ImarticusLearning #UpSkillWithImarticus

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