bit.ly/4cB2kaK Deploying ML on Cloud requires more than just code—it demands clean, well-structured projects. In this Masterclass, discover how to organize your Data Science and ML projects in PyCharm like a pro. From managing scripts and datasets to keeping your pipeline modular and scalable, this session will help you build ML projects that are easier to collaborate on, debug, and deploy in the cloud. Perfect for beginners and intermediate learners looking to master real-world data science workflows. Timestamp ⏱️ 00:00 - Machine Learning Project Setup Steps 02:23 - Preprocessing & Feature Selection 04:50 - Model Evaluation & Saving 09:55 - Convert Notebooks to Python Files 12:32 - Project Structuring in PyCharm 17:32 - Data Folder & Path Management 22:18 - Modularize Python Scripts 24:52 - Add README.md & requirements.txt 📌 What You’ll Learn: 1️⃣ Structuring Your Project Folder 📌 Learn how to logically organize code, data, models, and output directories in PyCharm. 2️⃣ Managing Virtual Environments 📌 Set up and manage virtual environments to isolate dependencies and avoid version conflicts. 3️⃣ Naming Conventions & File Management 📌 Follow best practices for file naming, versioning, and folder hierarchy. 4️⃣ Using Git & Version Control in PyCharm 📌 Keep track of changes, collaborate with ease, and maintain a clean project history. Scale Your Analytics – Leverage Cloud for Faster, Smarter Data-Driven Decisions! 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 Python & Data Science: 📌 Data Science from Scratch – Joel Grus 📌 Python for Data Analysis – Wes McKinney 📌 Machine Learning Yearning – Andrew Ng 🎬 Must-Watch Tech Documentaries: 📌 The Great Hack 📌 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/ #PyCharm #DataScienceProjects #PythonProjectStructure #LearnPython #PythonForDataScience #OrganizeCode #ProjectManagement #PyCharmTips #PythonWorkflow #CleanCode #ImarticusLearning #DataScienceTools

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