⏱️ TIMESTAMPS / CHAPTERS: 00:00:00 - Introduction to AI, Machine Learning & Deep Learning 00:15:12 - Limitations of Rule-Based AI 00:24:12 - Introduction to Machine Learning 00:45:17 - What is Deep Learning? 00:48:20 - Supervised vs. Unsupervised Learning 01:01:22 - Linear Regression Explained 01:37:08 - Practical Demo: Getting Started with Python 02:17:33 - Splitting Data into Training & Testing Sets 02:51:52 - Understanding Overfitting and Underfitting 03:21:24 - Using Validation Curves 🚀 Start your complete Machine Learning journey here! This full masterclass from "Gen AI Cafe" is your one-stop guide to go from absolute beginner to building your first practical AI models. This video covers all the core fundamentals you'll need for the rest of our 5-part series. This is a 100% hands-on and demo-intensive course designed to give you practical skills without getting lost in abstract theory. We focus on what truly matters to get you started in Data Science and Artificial Intelligence. Who is this course for? This video is perfect for students, aspiring data scientists, developers looking to add AI skills, and any professional curious about how machine learning actually works. No prior experience is required! In this fundamentals masterclass, you will learn: ✅ The Core Concepts: A clear introduction to AI, Machine Learning (ML), and Deep Learning (DL). ✅ Your First ML Model: A complete, hands-on walkthrough of building a Regression model from scratch. ✅ Setting Up Your Environment: A step-by-step guide to setting up your workspace with Jupyter Notebooks. ✅ Exploratory Data Analysis (EDA): Learn the essential first step in any ML project. ✅ The Full Machine Learning Pipeline: Understand the end-to-end process, from train/test split to making predictions. ✅ Avoiding Common Pitfalls: A practical explanation of Overfitting and Underfitting. ✅ Improving Your Model's Accuracy: Learn essential techniques like Hyperparameter Tuning and Cross-Validation. 👋 I'm Sayan Dey, your host at Gen AI Cafe. With over 15 years of experience in enterprise AI and building LLM systems, I'm excited to guide you through the fascinating world of AI and Machine Learning. 🔔 Subscribe to Gen AI Cafe for more clear & practical AI tutorials in this series 👍 Did you find this video helpful? Give it a Like! 💬 Have questions or topics you'd like to see covered? Share them in the COMMENTS below! 🔗 Support Gen AI Cafe on Patreon: https://www.patreon.com/sayandey 🔗 Connect with Sayan/Gen AI Cafe on LinkedIn: https://www.linkedin.com/in/sayandey01/ ➡️ Next Video: https://www.youtube.com/watch?v=jcUhKedqXY8&list=PLVaZwYq0P8s3KhrqdvnelWcT4JnXCNBbp&index=2 ▶️ Full "Machine Learning and Deep Learning" Playlist: https://www.youtube.com/playlist?list=PLVaZwYq0P8s3KhrqdvnelWcT4JnXCNBbp #MachineLearning #DataScience #AIForBeginners #Python #FullCourse