An Introduction to Deep Learning
Sanjoy Chowdhury
9 modules
English
Certificate of completion
Lifetime access
Dive into the world of Deep Learning and unlock the potential of Artificial Neural Networks.
Overview
In this course, you will be introduced to the fascinating world of deep learning, a subset of artificial intelligence that mimics the way the human brain works to process data and create patterns for decision-making. You will delve into the fundamentals of deep learning, starting with neural networks and the basics of how they function. By the end of this course, you will have a solid understanding of deep learning concepts and be able to apply them to solve complex problems in various domains. Whether you are a beginner looking to start your journey in the field of artificial intelligence or a professional seeking to advance your skills, this course will equip you with the knowledge and tools needed to excel in the exciting world of deep learning.
Key Highlights
Fundamental concepts of Deep Learning
Neural network & Multi-layer Perceptron architectures
Hands-on experience with TensorFlow
What you will learn
Understand the fundamental concepts of deep learning
Gain insights into how neural networks work and their applications in various domains.
Single & Multi-layer Perceptron training
Learn how to train single and multi-layer perceptrons (MLP).
Hands-on experience with Tensorflow
Get practical experience using TensorFlow to build deep learning models.
What are activation function & optimizer
Learn about different activation functions and optimizers used in training of Deep Learning networks.
Modules
Module - 01 - Single Neurons & MLP
6 attachments • 27.78 mins
Intoduction to Deep_Learning_ver-1.0
Neuron Mathematical Model_ver-1.0
Multi-layer_Perceptron_Part-01_ver-1.0
Multi-layer_Perceptron_Part-02_ver-1.0
MLP_Notation_ver-1.0
Introduction to Deep Learning-Module-01_ver-1.0
19 pages
Module - 02 - Training a Single Neuron & MLP
8 attachments • 56.63 mins
Training_Single_Neuron_ver-1.0
Training_MLP-part1_ver-1.0
Training_MLP-part2-(Chain Rule)_ver-1.0
Training_MLP-part3_ver-1.0
Memoization_ver-1.0
Back-Propagation_Part-01_ver-1.0
Back-Propagation_Part-02_ver-1.0
Introduction to Deep Learning-Module-02_ver-1.0
34 pages
Module - 03 - Activation Functions
4 attachments • 19.08 mins
Activation Function_ver-1.0
Sigmoid Activation Function_ver-1.0
RELU_Activation_Function_ver-1.0
Introduction to Deep Learning-Module-03_ver-1.0
18 pages
Module - 04 - Optimizers
8 attachments • 47.24 mins
Gradient Descent & Stochastic Gradient Descent - PART_01_ver-1.0
Gradient Descent & Stochastic Gradient Descent - PART_02_ver-1.0
Stochastic Gradient Descent+Momentum -Part01_ver-1.0
Stochastic Gradient Descent+Momentum -Part02_ver-1.0
ADAGRAD OPTIMIZER_ver-1.0
ADA DELTA & RMS PROP_ver-1.0
ADAM OPTIMIZER_ver-1.0
Introduction to Deep Learning-Module-04_ver-1.0
32 pages
Module - 04 - Cross Entropy & Softmax
3 attachments • 12.43 mins
Softmax1_ver-1.0
Cross_Entropy1_ver-1.0
Introduction to Deep Learning-Softmax Function & Cross Entropy_ver-1.0
12 pages
Module - 05 - Tensor Flow
2 attachments • 5.5 mins
Tensor_Flow_ver-1.0
Tensorflow Installation_ver-1.0
1 page
Module - 06 - Sample Classification Project
7 attachments • 55.12 mins
Project Description_ver-1.0
Dog_Cat_Classification_Part01_ver-1.0
Dog_Cat_Classification_Part02_ver-1.0
Dog_Cat_Classification_Part03_ver-1.0
Dog_Cat_Classification_Part04a_ver-1.0
Dog_Cat_Classification_Part04b_ver-1.0
Dog_Cat_Classification_Part05_ver-1.0
Module - 07 - Image Classification using a Multi-layer Perceptron (MLP)
5 attachments • 35.91 mins
Fashion_mnist_Part01_ver-1.0
Fashion_mnist_Part2_ver-1.0
Fashion_mnist_Part3_ver-1.0
Fashion_mnist_Part4_ver-1.0
Fashion_mnist_Part5_ver-1.0
Introduction to Deep Learning - Evaluation Quiz
Certification
When you complete this course you receive a ‘Certificate of Completion’ signed and addressed personally by me.
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Absolutely! we are committed to providing an engaging and interactive learning experience. You will have opportunities to interact with them through our community. Take full advantage to enhance your understanding and gain insights directly from the expert.
About the creator
Sanjoy Chowdhury
Elevate your learning experience with Sanjoy Chowdhury, a passionate expert in Intelligent Information Systems. Immerse yourself in a diverse collection of courses, vibrant communities, insightful webinars, and premium digital products. Start your educational journey today!
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