π Ready to dive into deep learning? This hands-on tutorial is perfect for beginners and intermediate learners seeking to master neural networks, AI techniques, and real-world applications using Python! π
What you'll learn in this video:
π Basic and advanced neural network concepts (MLPs, CNNs, & RNNs)
π» Hands-on coding with TensorFlow & Keras frameworks
π§ Practical examples: Image recognition, sentiment analysis & more
βοΈ Ethical AI design: Avoiding biases & building responsible AI systems
Timestamps
00:00:00 Why Deep Learning Matters
00:02:10 Key Math Foundations (Gradient Descent, AutoDiff, Softmax)
00:10:31 Neural Networks & Multi-Layer Perceptrons Explained
00:21:52 TensorFlow Playground: Visualizing Learning
00:33:53 Backpropagation and Activation Functions
00:43:15 Intro to TensorFlow: Graphs, Sessions & Tensors
00:58:39 MNIST Handwriting Recognition in TensorFlow
01:07:06 Visualizing Neural Network Inputs
01:23:02 Rebuilding MNIST Classifier with Keras
01:36:15 Convolutio...