All in One Artificial Intelligence (AI) Full Course 2024 | AI Tutorial for Beginners

All in One Artificial Intelligence (AI) Full Course 2024 | AI Tutorial for Beginners

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All in One Artificial Intelligence (AI) Full Course 2024 | AI Tutorial for Beginners
Explore the world of Artificial Intelligence in this video. We start with the basics and history of AI. Further, the video explains the differences between AI, Machine Learning, and Deep Learning. Next, we dive into Neural Networks and Deep Learning. We'll cover Multilayer Perceptrons and key tools like TensorFlow and Keras. You'll also learn about Computer Vision with OpenCV and Convolutional Neural Networks. We then explore Natural Language Processing, focusing on Text Representation, TF-IDF, and models like GloVe. The video also introduces Generative AI, Large Language Models (LLMs), and Prompt Engineering. Finally, see real-world AI projects and case studies, demonstrating how Artificial Neural Networks (ANN) and Deep Learning are used in practice. Gain essential AI skills, explore real-world applications, and enhance career prospects. Sign up for free and get certified on completion. https://www.mygreatlearning.com/academy/learn-for-free/courses/introduction-to-artificial-intelligence-1?utm_source=CPV_YT&utm_medium=Desc&utm_campaign=AIFulTut_2024 Learn AI & ML from the University of Texas, Austin. To build a successful career enroll now! https://www.mygreatlearning.com/pg-program-artificial-intelligence-course?utm_source=CPV_YT&utm_medium=PPDesc1&utm_campaign=AIFulTut_2024 Boost your resume with a Generative AI for Business certificate from Microsoft. Enroll now! https://www.mygreatlearning.com/gen-ai-microsoft-azure-open-ai-online?utm_source=CPV_YT&utm_medium=PPDesc2&utm_campaign=AIFulTut_2024 🏁 Topics Covered: 00:00:00 Introduction 00:01:25 Introduction to Artificial Intelligence 00:03:18 History of AI 00:05:13 AI vs Machine Learning vs Deep Learning 00:09:29 Introduction to Neural Networks 00:15:51 Introduction To Deep Learning 01:20:11 What is Back Propagation 01:24:17 How does Back propagation works 01:35:12 What is Back and Forward Propagation 01:39:19 What is Feed Forward Network 01:43:46 Types of Back Propagation Network 01:49:44 Key Points of Back Propagation 01:55:44 Demo for Back Propagation Function Implementation 02:22:43 Human brain vs Neural Network 02:25:58 Introduction for TensorFlow 02:37:28 Getting Started with TensorFlow 02:50:51 How to Install TensorFlow 03:02:10 Demo 1 MNIST Character Recognition with TensorFlow 03:24:17 Introduction to Computer Vision 04:07:21 Filters 04:12:44 Features from Kernels 04:23:00 Case Study on Image Processing 04:31:11 Convolution Layer 4:44:52 Pooling and Padding 05:08:40 CNN Architecture 05:50:56 Transfer Learning 05:52:57 Case Study on Image Classifier 06:37:34 Introduction to OpenCV 06:53:35 Process of OpenCV 07:10:20 How to Install OpenCV 07:15:04 Demo on OpenCV Operations 07:29:55 Introduction to NLP 07:32:13 Tokenization 07:55:21 Sequence to Sequence Model 08:31:21 Introduction to Transformers in NLP 08:46:07 Introduction to Generative AI 09:10:29 What is Prompt Engineering 10:25:33 AI Projects and Case Studies 11:55:22 Summary 🔥1000+ Free Courses With Free Certificates: https://www.mygreatlearning.com/academy?utm_source=CPV_YT&utm_medium=Desc&utm_campaign=YTVids2024 ⚡ About Great Learning Academy: Visit Great Learning Academy to get access to 1000+ free courses with free certificates on Data Science, Data Analytics, Digital Marketing, Artificial Intelligence, Big Data, Cloud, Management, Cybersecurity, Software Development, and many more. These courses are supplemented with free projects, assignments, datasets, and quizzes. At the end of the course, you can earn a certificate of completion for free. ⚡ About Great Learning: With more than 11 Million+ learners in 170+ countries, Great Learning is a leading global edtech company for professional and higher education offering industry-relevant programs in the blended, classroom, and purely online modes across technology, data, and business domains. These programs are developed in collaboration with top institutions like Stanford Executive Education, MIT Professional Education, Wharton, University of Arizona, Northwestern University, The University of Texas at Austin, NUS, Microsoft & more. SOCIAL MEDIA LINKS: 🔹 For more interesting tutorials, don't forget to subscribe to our channel: https://glacad.me/YTsubscribe 🔹 For more updates on courses and tips follow us on: ✅ Telegram: https://t.me/GreatLearningAcademy ✅ Facebook: https://www.facebook.com/GreatLearningOfficial/ ✅ LinkedIn: https://www.linkedin.com/school/great-learning/mycompany/verification/ ✅ Follow our Blog: https://glacad.me/GL_Blog