Kickstart your AI journey with Intellipaat’s Free AI Full Course, a complete beginner-friendly guide to mastering the foundations of Artificial Intelligence. This course covers everything from neural network topology, backpropagation, and gradient descent, to CNNs, activation functions (ReLU, Sigmoid, Tanh, Leaky ReLU), and building your own custom AI models. Get hands-on with synthetic data, model validation, loss functions, EDA, and advanced topics like hyperparameter tuning, Keras tuner, decision trees, and AI project implementation. The course wraps up with a breakdown of the Top 10 AI Projects to boost your portfolio in 2025. Perfect for students, beginners, and future AI engineers! 📖 Below are the concepts covered in the video on 'Artificial Intelligence Full Course ' 00:00:00 – Introduction to FREE AI Course For Beginners 00:04:24 – Topology of Neural Network 01:33:42 – Backpropagation 01:56:48 – Gradient Descent in Neural Network 02:29:58 – Input Nodes in Neural Networks 02:53:16 – Convolutional Neural Network (CNN) 03:04:45 – Activation Function in Neural Networks 03:15:04 – Sigmoid Activation Function 03:21:24 – ReLU Activation Function 03:24:51 – Leaky ReLU Activation Function 03:31:20 – Tanh Activation Function 03:35:27 – Synthetic Data 03:41:31 – Create Custom Model in Neural Network 03:55:36 – Loss & Activation Function 04:00:28 – Model History, Validation, Verbose Function 04:13:11 – Overall Text Dataset Loss Model 04:15:47 – Validation Explained 04:37:00 – Moto Pilot 04:42:38 – Sample Data Build 05:00:36 – Simple Neural Network 05:17:40 – EDA Visualization 06:07:41 – RFF Neural Network 06:30:51 – Start Building Our Model 06:37:49 – Initial Model 06:59:42 – Multiple Layers Array 07:15:58 – Hyperparameter 07:56:26 – Loss of Accuracy 08:04:55 – Plot Visual Data 09:04:03 – Python Basic Model 09:12:24 – Keras Tuner Function 09:17:04 – Building Decision Tree 09:20:13 – Hyperparameter Tuning to Build Model 10:40:11 – Top 10 AI Projects #artificialintelligencecourse #artificialintelligencefullcourse #aicourse #aifullcourse #intellipaat 🔥Enroll for Data Science & Artificial Intelligence: https://intellipaat.com/epgc-data-science-ai-ihubds-iit-roorkee/ ➡️ About the Course Become an expert in Data Science, Machine Learning and Artificial Intelligence with iHUB DivyaSampark, IIT Roorkee & Intellipaat! Build a strong foundation in data science by learning in-demand skills, solving real-world challenges, and working on real-world projects. A flexible learning environment and 24/7 support makes this course perfect for beginners and professionals alike. Join now and accelerate your career to new heights in the cutting-edge fields of data science, machine learning, and artificial intelligence! ✅ Key Features - (Course Features) 👉🏼620 Hrs of Applied Learning 👉🏼90+ Live Sessions Across 11 months 👉🏼218 Hrs of Self-Paced Learning 👉🏼Learn from IIT Faculty & Industry Practitioners 👉🏼50+ Industry Projects & Case Studies 👉🏼One-on-One with Industry Mentors 👉🏼24*7 Support 👉🏼Dedicated Learning Management Team 👉🏼1:1 Mock Interview 👉🏼No-Cost EMI Option 👉🏼iHUB DivyaSampark, IIT Roorkee Certification 👉🏼Designed for Working Professionals and Freshers 👉🏼2 Days Campus Immersion at iHUB, IIT Roorkee 👉🏼Up to Rs. 50 Lakhs startup Incubation Support* 👉🏼3 Guaranteed Job Interviews upon movement to Placement Pool 📌 Do subscribe to Intellipaat channel & come across more relevant Tech content: https://goo.gl/hhsGWb ▶️ Intellipaat Achievers Channel: https://www.youtube.com/@intellipaatachievers 📚For more information, please write back to us at sales@intellipaat.com or call us at IND: +91-7022374614 / US : 1-800-216-8930