TensorFlow Complete Training 2024

00:00 Welcome to Course 00:48 Introduction to Machine Learning and TensorFlow 34:04 Installation and Setup 01:09:05 Tensors and Operations 01:19:32 Graphs and Sessions 01:31:47 Basic Neural Networks with TensorFlow 01:48:11 Customizing Models with Keras 02:03:35 Convolutional Neural Networks (CNNs) 02:17:34 Recurrent Neural Networks (RNNs) 02:30:00 Deploying TensorFlow Models 02:44:29 Distributed TensorFlow 03:01:34 TensorFlow Extended (TFX) 03:17:28 Real-world Applications 03:40:02 Hands-on Projects 04:01:08 Advanced Topics and Future Directions 04:17:23 Resources and Community 04:29:22 Wrapping Up If you want the slides for this video you can get it here https://github.com/vivianaranha/TensorFlow TensorFlow, a powerful open-source machine learning framework, enables building and training diverse models with its flexible architecture and high-level APIs like Keras. Key concepts include tensors, computational graphs, neural networks, and deployment tools like TensorFlow Serving. Next steps involve exploring advanced topics, contributing to the community, engaging in real-world projects, and continuous learning. TensorFlow Extended (TFX) facilitates end-to-end ML pipelines. By mastering TensorFlow's capabilities, users can deploy models in production environments, contribute to open-source projects, and stay updated with industry trends, empowering them to solve complex problems and advance their careers in machine learning.