Modelling Flow in Machine Learning - Part 1| Module 02

https://bit.ly/3Ff5Esb Welcome to Imarticus Learning! In this video, we kick off Part 1 of our Machine Learning Modelling Flow, where we break down the end-to-end process of building machine learning models—from data collection to model evaluation. Whether you're a beginner or an experienced professional, this guide will help you understand the structured approach to developing efficient ML models. Timestamp ⏱️ 00:00 – Overview of the machine learning modeling flow 00:57 – Importance of data quality and accessibility 02:40 – Data sourcing and formatting challenges 03:27 – Privacy concerns and domain expert collaboration 04:58 – Understanding raw data and client collaboration 05:49 – Importance and time investment in data preprocessing 08:15 – Variable selection with client input 09:08 – Feature selection using domain knowledge and techniques 10:44 – Impact of feature selection on model accuracy 11:38 – Reducing complexity by focusing on essential variables 📌 What You’ll Learn: 💡 Understanding ML Modelling Flow – Overview of the key stages in machine learning model development. 📊 Data Collection & Preprocessing – Importance of clean and structured data in ML. 🧠 Feature Engineering – How to select and transform relevant features for better predictions. 🔍 Choosing the Right Algorithm – Exploring various ML algorithms and their applications. 📈 Model Training & Evaluation – Techniques to optimize models for higher accuracy. 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. Break Into Machine Learning – Become the Expert Companies Need 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 📖 Books to Read on Machine Learning Modelling: 📚 Pattern Recognition and Machine Learning – Christopher Bishop 📚 Hands-On Machine Learning with Scikit-Learn & TensorFlow – Aurélien Géron 📚 The Hundred-Page Machine Learning Book – Andriy Burkov 🎬 Movies & Documentaries to Watch: 🎥 AlphaGo – The story of AI defeating the world’s best Go player. 🎥 The Social Dilemma – How ML algorithms influence social media behavior. 🎥 Moneyball – Data-driven decision-making in sports. 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 #MLModelling #DataScience #ArtificialIntelligence #DeepLearning #PredictiveAnalytics #AI #MLAlgorithms #CareerGrowth #ImarticusLearning