bit.ly/4cB2kaK Deploying ML on Cloud often means making your model accessible—and nothing does it better than a REST API. In this Masterclass, you’ll learn how to expose your machine learning model as a REST API endpoint using lightweight Python frameworks like Flask or FastAPI. This tutorial is perfect for ML engineers and data scientists looking to serve predictions in real time, integrate models into applications, or deploy in production environments. Timestamp ⏱️ 00:00 – Introduction of Building ML REST API with Flask 02:30 – Set Up Logging & Routes in Flask 04:58 – Run Flask App as Local Server 07:22 – Create Prediction Route with Error Handling 10:01 – Log API Requests & Predictions 12:33 – Test API with Postman (POST Requests) 17:20 – Integrate API with Python or JavaScript 19:42 – Final Test and Future Integration with UI 📌 What You’ll Learn: 1️⃣ Why REST APIs for ML Deployment? 📌 Understand the role of APIs in production ML systems. 📌 Use cases: web apps, cloud platforms, mobile apps, IoT, and more. 2️⃣ Setting Up Flask or FastAPI 📌 Step-by-step setup of a basic Python API server. 📌 Load your model and handle POST requests with JSON data. 3️⃣ Building the Endpoint 📌 Create routes for input, prediction, and response. 📌 Validate inputs, preprocess data, and return predictions. 4️⃣ Testing & Going Live 📌 Use tools like Postman or cURL to test locally. 📌 Best practices for Docker, version control, and deployment on AWS/GCP. Future-Proof Your Career – Upskill in Cloud-Based Data Analytics Today! 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 API Development & ML Ops: 📘 Flask Web Development – Miguel Grinberg 📘 Machine Learning Engineering – Andriy Burkov 📘 Designing Machine Learning Systems – Chip Huyen 🎬 Must-Watch Tech Documentaries: 🎥 Coded Bias 🎥 The Social Dilemma 🎥 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/ #MLAPI #RESTAPIforML #FlaskFastAPI #CloudMasterclass #MachineLearningDeployment #ExposeMLModel #PythonAPI #ImarticusLearning #DeployMLModel #MLOpsForBeginners

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