bit.ly/4cB2kaK Deploying ML on Cloud doesn’t end with training a model—it’s about serving predictions in real time. In this Masterclass, learn how to build a production-ready inference pipeline that’s fast, scalable, and cloud-deployable. From loading your trained model and preprocessing data to generating predictions and setting up endpoints, this tutorial walks you through each step in preparing your ML model for real-world use cases. Whether you're deploying to a web app, API, or batch-processing pipeline, this session helps you bridge the gap between research and real-time results. Timestamp ⏱️ 00:00 - How to Build an Inference Pipeline with Return Prediction? 03:06 - Convert and Scale Data for Predictions 04:41 - Access Model Predictions Using Indexing 06:08 - Predict Sleep Apnea from User Input 07:35 - Create User Data Dictionary for Input 10:23 - Build Flask API from Jupyter Code 📌 What You’ll Learn: 1️⃣ What is an Inference Pipeline? 📌 Understand the role of an inference pipeline in production ML. 📌 Learn about its components: input processing, model loading, prediction generation, and output formatting. 2️⃣ Structuring the Pipeline 📌 Design modular, maintainable code for reusability and testing. 📌 Implement error handling, logging, and input validation. 3️⃣ Loading Models & Running Inference 📌 Load models using joblib, pickle, or ONNX. 📌 Generate predictions using trained ML models in real time. 4️⃣ Preparing for API or Cloud Deployment 📌 Convert pipeline into a RESTful API using Flask or FastAPI. 📌 Ensure compatibility for deployment on AWS, GCP, or Azure. Revolutionize Your Skillset – Learn Cloud Data Analytics & Drive Innovation! 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 & Pipelines: 📘 Machine Learning Engineering – Andriy Burkov 📘 Designing Machine Learning Systems – Chip Huyen 📘 ML Ops – Mark Treveil & Alok Shukla 🎬 Must-Watch Tech Documentaries: 🎥 Coded Bias 🎥 The Mind, Explained 🎥 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/ #InferencePipeline#FlaskAPI#MachineLearningDeployment

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