bit.ly/4cB2kaK Deploying ML on Cloud isn't complete until your backend and frontend work seamlessly together. In this Masterclass, learn how to merge your REST API and web application into a single, unified Flask app that delivers both real-time predictions and user interaction in one deployable package. Perfect for ML engineers and data scientists ready to present their model to users through both a web interface and API endpoints—without separating the backend logic. Timestamp ⏱️ 00:00 – Combine REST API and Web UI in One Flask App 01:42 – User Input Handling with Flask and REST API 03:29 – Add Multiple Input Fields for ML Predictions 05:26 – Test Flask ML API with Postman 07:25 – Prepare for Cloud Deployment with Requirements.txt 09:04 – List Essential Python Libraries and Create README.md 10:53 – Setup and Install Flask ML App from GitHub 13:22 – Run Your ML Web App and API in One Go 📌 What You’ll Learn: 1️⃣ REST API vs Web App – Why Combine? 📌 Understand the roles of frontend and backend in ML deployment. 📌 Explore real-world scenarios where integration is essential. 2️⃣ Flask App Architecture for Unified Apps 📌 Organise routes, controllers, and templates in one project. 📌 Use Blueprints to modularise REST API and web UI. 3️⃣ Building & Testing the Unified App 📌 Handle HTML form submissions and API requests simultaneously. 📌 Share ML model logic across both interfaces. 4️⃣ Deployment Considerations 📌 Tips for deploying a unified app on cloud platforms like AWS, Azure, or Heroku. 📌 Handle CORS, routing conflicts, and static files. Unlock High-Paying Roles With Cloud-Based Data Analytics! 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 & Full-Stack Integration: 📘 Flask Web Development – Miguel Grinberg 📘 Designing Machine Learning Systems – Chip Huyen 📘 Machine Learning Engineering – Andriy Burkov 🎬 Must-Watch Tech Documentaries: 🎥 Coded Bias 🎥 Data Science Pioneers 🎥 The Social Dilemma 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/ #RESTAPIWebApp #UnifiedFlaskApp #CloudMasterclass #DeployMLModel #FlaskAPIIntegration

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