Modelling Flow in Machine Learning - Part 2 | Advanced Techniques & Model Optimization | Module 03

https://bit.ly/3Ff5Esb Welcome to Imarticus Learning! In this second part of our Machine Learning Modeling Flow, we take a deep dive into advanced techniques, model optimization, and evaluation strategies to improve ML performance. Whether you're a beginner or an aspiring data scientist, understanding these critical steps is essential for building robust models. Timestamp ⏱️ 00:00 – Importance of handling missing data in model building 02:23 – Strategies for missing data imputation 04:34 – Addressing missing data and outliers in preprocessing 06:59 – Outlier handling and converting categorical data 09:26 – Encoding categorical data and scaling for models 11:48 – Uniform data formatting with normalization and standardization 14:27 – Understanding independent vs. dependent variables 16:56 – Splitting data for model validation 19:10 – Comparing predicted vs. actual values for accuracy 21:23 – Model tuning for performance optimization 23:31 – Model evaluation and deployment process 25:39 – Importance of post-deployment model maintenance 📌 What You’ll Learn: 💡 Model Training & Optimization – Key strategies to fine-tune ML models. 📊 Overfitting vs. Underfitting – How to achieve the right balance. 🔍 Hyperparameter Tuning – Using Grid Search & Random Search for better results. ✔ Model Evaluation Metrics – Understanding accuracy, precision, recall & F1-score. 📈 Cross-Validation Techniques – Ensuring generalization to new data. 🚀 Real-World ML Case Study – Applying these techniques to solve business problems. Why Learn with Imarticus Learning? 📌 Expert Guidance: Learn from seasoned professionals with deep industry insights. 📌 Flexible Learning Options: Balance work and study with structured, customizable programs. 📌 Comprehensive Support: Access mock tests, expert mentorship, and study materials to ace your exams. 📌 Career Success: Imarticus ensures your journey translates into tangible career growth. Supercharge Your Career with In-Demand Machine Learning Skills 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. https://bit.ly/3Ff5Esb 📚 Recommended Books on Machine Learning: Hands-On Machine Learning – Aurélien Géron Pattern Recognition and Machine Learning – Christopher Bishop Deep Learning – Ian Goodfellow 🎬 Must-Watch Movies & Documentaries on AI & ML: The Social Dilemma – Impact of AI on society. AlphaGo – The story of AI beating human intelligence. Ex Machina – A thought-provoking take on AI advancements. 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 https://imarticus.org/ https://x.com/imarticus https://www.instagram.com/imarticus https://in.linkedin.com/company/imarticuslearning https://www.facebook.com/ImarticusLearning/ #MachineLearning #AI #DeepLearning #DataScience #MLModeling #HyperparameterTuning #ModelEvaluation #CrossValidation #MachineLearningForBeginners #ArtificialIntelligence #DataDriven #CareerGrowth #UpskillWithImarticus