Udemy – Deep Learning From Scratch 2024-7

Description

Deep Learning From Scratch course. This comprehensive course is designed to guide you into the complex world of deep learning and provide you with both the theoretical foundations and practical skills necessary to succeed in this cutting-edge field. What you will learn in this course:

• Introduction to Deep Learning: You will learn the key differences between machine learning and deep learning and introduce function approximation and neural networks using real-world examples such as school datasets.
• Neural Networks: You will explore fully connected networks (FCNs), nonlinearities, tunable parameters, and various activation functions such as ReLU, Leaky ReLU, Sigmoid, Tanh, and Softmax in depth.
• Optimization and Learning: You will understand the importance of cost function and gradient descent optimization algorithm and investigate the effect of learning rate and processes within a neural network.
• Deep Learning Mathematics: You’ll learn essential concepts such as multivariate functions, partial derivatives, gradients, the chain rule, and backpropagation equations.
• Convolutional Neural Networks (CNNs): You will explore the architecture and layers of CNNs, the implementation of convolution, image classification, and the unique advantages of CNNs for image processing.
• Recurrent Neural Networks (RNNs): You will learn about RNNs.

What you will learn:

• Understanding the architecture of neural networks and the mathematics behind them
• Building deep learning models using TensorFlow
• Practice machine learning and deep learning terms
• Comprehensive understanding of different types of neural networks

This course is suitable for people who:

• Beginners are interested in machine learning
• Beginners are interested in artificial intelligence and want to gain a solid foundation in deep learning

Details of the Deep Learning From Scratch course

• Publisher:  Udemy
• Lecturer:  Sujithkumar MA
• Training level: beginner to advanced
• Training duration: 5 hours and 20 minutes
• Number of courses: 42

Course headings

Prerequisites of the Deep Learning From Scratch course

Course images

Sample video of the course

download link

Download part 1 – 1 GB

Download part 2 – 821 MB

File(s) password: www.downloadly.ir

File size

1.8 GB