Watch Deep Learning In 1 Hour Video Tutorials & Courses

Free Colab Notebook: https://colab.research.google.com/drive/1thkLNDvHMBkvm786RkcyKBGnAtpOZpgH?usp=sharing Timestamps: 00:00:00 - Introduction and pre-requisites -- Introduction to Artificial Neural Networks -- 00:03:10 - Biological Motivation 00:06:30 - Artificial Neurons 00:08:33 - Example - Building a Neuron 00:10:55 - Multi-layer Neural Nets 00:13:21 - Example: Forward Pass 00:15:14 - Backprop 00:18:40 - Activation Functions & Loss Functions 00:21:40 - Example: ReLU -- Keras for Deep Learning -- 00:24:00 - Introduction to Keras 00:25:45 - How to Create a Model in Keras 00:28:35 - Compiling the Model 00:29:51 - Training, Evaluating and Predicting 00:32:00 - Example: Building a Neural Network in Keras 00:37:25 - Poorly Distributed Class Data & Summary 00:38:40 - Example: California Housing Prices Prediction -- Improving Neural Networks -- 00:43:32 - Hyperparameters 00:46:00 - Vanishing/Exploding Gradients 00:46:00 - Glorot and He initialisation (with example) 00:47:41 - Nonsaturating Activation Functions & Dying ReLUs (SELU) 00:49:50 - Improving Optimisers 00:51:39 - Example: Optimisers 00:52:46 - Regularisation (with examples) 00:56:46 - Summary 00:59:30 - Example: Improving our Model! In this video, we teach you how to build Neural Networks, for classification and regression problems, focusing mainly on the practical side. This includes an introduction to TensorFlow and Keras, how to choose the model architecture, what the best optimiser is, what the best initialisation logic is, what are the best regularisation methods, and how to choose the learning rate. There's a lot to cover in 1 hour so be sure to follow along carefully with the Colab file open in the background. The slides for this video can be found here: https://drive.google.com/file/d/1hCDjckmAUOj53gF7XFYa-QNwrSdnsniz/view?usp=sharing Any feedback is highly appreciated, as well as suggestions for future videos. Key Highlights & Overview: Understanding <strong>Deep Learning In 1 Hour</strong> is essential for modern technical workflows and software skills. Explore curated video courses, expert walkthroughs, and detailed lesson notes today on <strong>TutorTube</strong>.