Summary
Keywords
Full Transcript
In this video, you’ll learn the fundamentals of Artificial Intelligence (AI) and explore how modern AI systems work from the ground up. The session starts with a clear introduction to What is AI, followed by a beginner-friendly explanation of Deep Learning and how neural networks are applied in real-world scenarios. If you are new to AI or looking to strengthen your basics, this complete tutorial will help you understand the core concepts step by step. As the video progresses, we dive deep into Convolutional Neural Networks (CNN), including how convolution works, why CNNs are important, their architecture, and how padding and filters affect model performance. You’ll also learn how neural networks process images and data, making complex concepts easy to understand—even explaining CNN concepts in a simple way that anyone can grasp. In the later sections, the video covers Recurrent Neural Networks (RNN), word embeddings, and why activation functions like tanh are used. It also explores Natural Language Processing (NLP) topics such as Named Entity Recognition, POS Tagging, Lemmatization, Stop Words Analysis, Dependency Parsing, and the NLP pipeline, along with hands-on demonstrations. Finally, the tutorial concludes with AI project ideas and MCP server concepts, helping you understand how to apply AI skills in real-world projects. 📖 Below are the concepts covered in the video on "Artificial Intelligence Full Course": 00:00:00 - Introduction to AI Course 00:26:00 - What is AI? 00:30:40 - Introduction to Deep Learning 01:55:51 - Convolutional 01:57:50 - How to Explain Convolutional to a Kid? 02:06:45 - Convolutional Neural Network 02:09:29 - Why Do You Need CNN? 02:13:55 - Working of CNN 02:36:21 - CNN Detailed Discussion 02:39:36 - Journey of CNN 02:51:09 - CNN Architecture Overview 03:05:57 - Applying Neural Networks 03:21:14 - Concept of Padding 03:29:54 - Types of Padding 05:15:13 - How to Set the Filter Values 05:35:01 - Recurrent Neural Networks (RNN) 06:38:40 - RNN Architecture 06:58:48 - Word Embedding 07:18:07 - Why Do We Use Tanh as Activation Function? 07:23:37 - Summary of RNN 07:23:43 - Internal Memory 07:26:18 - Situational Data Handling 07:27:31 - Contextual Understanding 07:28:50 - Dynamic Adoption 07:29:47 - Recurrent Connection 07:30:21 - One to Many 07:34:02 - Many to One 07:43:44 - Named Entity Recognition 08:23:45 - Natural Language Processing 08:37:30 - Natural Language Generation 08:46:26 - NLP Pipeline 09:06:02 - Lemmatization 09:19:57 - Stop Words Analysis 09:43:44 - Dependency Parsing 09:54:28 - POS Tagging 09:56:14 - NLP Hands-on 10:32:17 - AI Project Ideas 10:50:16 - MCP Server #ai #artificialintelligence #machinelearning #deeplearning #datascience #aiforbeginners #aicourses #artificialintelligencecourse #intellipaat 🔥Enroll for Artificial Intelligence Course: https://intellipaat.com/artificial-intelligence-certification/ ➡️ About the Course: The Artificial Intelligence Certification course by Intellipaat is designed to help learners build strong expertise in AI, machine learning, and deep learning through industry-oriented training and hands-on projects. The program covers important topics such as neural networks, CNN, RNN, natural language processing, TensorFlow, and real-world AI applications. It focuses on practical learning by guiding students to build and deploy AI models for use cases like gesture recognition, stock market forecasting, and cybersecurity threat detection. The course aims to prepare learners for careers in AI by combining theoretical concepts with real-world projects and industry-recognized certification. ➡️ Key Features of the Course: ✅620+ Hours of Applied Learning with in-depth AI and machine learning training. ✅90+ Live Instructor-Led Sessions combined with self-paced learning modules. ✅50+ Industry Projects & Case Studies to gain real-world AI experience. ✅Learn from IIT Faculty & Industry Experts with practical mentorship. ✅Hands-on training in CNN, RNN, NLP, Transformers, BERT, and GPT models. ✅Practical projects like gesture recognition, stock market forecasting, and cyber threat detection. ✅Placement Assistance with resume building, mock interviews, and career guidance. ✅24×7 Learning Support and 1-on-1 mentorship sessions. 📌 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 [email protected] or call us at IND: +91-7022374614 / US : 1-800-216-8930
Continue this lesson in the app
Install CourseHive on Android or iOS to keep learning while you move.
