bit.ly/4cB2kaK Deploying ML on Cloud is more than just building a model—it’s about making it ready for the real world. In this Masterclass, we break down the pre-flight checklist you need to follow before deploying your ML model to production or the cloud. From cleaning code and validating performance to packaging your environment and setting up APIs, this tutorial walks you through every essential step to ensure your model is robust, reproducible, and deployment-ready. Timestamp ⏱️ 00:00 - Introduction to Prepare Model for Deployment 02:33 - Why Serialization Matters for Large Data? 05:10 - Serialize Python Objects with joblib 07:38 - Saving Trained Models and Scalers 10:09 - Load and Test Serialized Model 12:40 - Convert Input to Dictionary Format 18:07 - Collect Demographic Data in Dictionary 22:57 - Use JSON Format for Inference Pipeline 25:08 - Test Inference Pipeline Before Deployment 📌 What You’ll Learn: 1️⃣ Model Validation & Final Testing 📌 Ensure your model performs well across different metrics. 📌 Conduct cross-validation, check for overfitting, and stress-test with unseen data. 2️⃣ Code Clean-Up & Optimisation 📌 Refactor your code for clarity, modularity, and efficiency. 📌 Set up logging, versioning, and documentation. 3️⃣ Environment Packaging 📌 Use Conda or pip to export dependencies. 📌 Ensure environment reproducibility with environment.yml or requirements.txt. 4️⃣ Ready for Cloud Deployment 📌 Prepare the model for APIs, containers, or platforms like AWS, GCP, or Azure. 📌 Tips to test your model in a staging environment before going live. Unlock Cloud-Powered Insights – Become a Data Analytics Leader in 2025! 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 partners, 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 The Executive Post Graduate Program in Data Science and Artificial Intelligence (EPGP-DSAI) is an 11-month course designed for working professionals aiming to elevate their careers in data science and AI. The program offers comprehensive career support, including resume building, mock interviews, and access to an exclusive job portal, backed by 2,500+ hiring partners. Participants will engage in 300+ learning hours and gain proficiency with 35+ projects and tools such as Python, Power BI, and Tableau. With a proven record of 10,000+ career transitions and an average salary hike of 52%, this program equips learners to excel in data science and AI careers. bit.ly/4cB2kaK 📚 Books to Read on ML Deployment & Production: 📘 Designing Machine Learning Systems – Chip Huyen 📘 Machine Learning Engineering – Andriy Burkov 📘 ML Ops – Mark Treveil & Alok Shukla 🎬 Must-Watch Tech Documentaries: 🎥 The Mind, Explained 🎥 Coded Bias 🎥 Data Science Pioneers 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/ #ModelDeployment #MLPreFlightChecklist #CloudMasterclass

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