With Introductory Review on Artificial Neural Networks and Deep Learning Algorithms and Models
What you'll learn The fundamentals of Artificial Neural Networks (ANNs) and reviews state-of-the-art DL examples. The fundamental of Deep learning and the most popular algorithms. The most popular GAN algorithms features and requirements . How to implement a GAN model in PRACTICE. Several examples and applications of GAN. Requirements Probability, Calculus, Basic of Python, Tensor Flow, Keras, and Numpy. Description Deep learning is one of the most recent and advanced topics in machine learning, with several applications in many fields. It shows promising results in many areas, from computer vision to drug discovery and stock market prediction. There are many books and articles on deep learning that discuss its algorithms, theories, and applications. Also, because of its capabilities and potential in solving different problems by deploying different data types, many researchers and people who are not in computer science or related fields are interested in learning and using deep learning architectures in their projects.
This course gives you some fundamentals of artificial neural networks and deep learning and then has focused on Generative Adversarial networks and their applications with some coding examples to understand the concepts better. The course is suitable for people who are new in the machine learning field and deep learning and would like to learn how to implement deep learning algorithms (especially GAN algorithms) using python, TensorFlow, and Keras.
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FILE LIST
Filename
Size
~Get Your Files Here !/01 - Introduction/001 Introduction.mp4
84.3 MB
~Get Your Files Here !/01 - Introduction/001 Introduction_en.vtt
6.4 KB
~Get Your Files Here !/01 - Introduction/36659484-Introduction.pdf
2.5 MB
~Get Your Files Here !/02 - Machine Learning/001 Machine Learning.mp4
84.5 MB
~Get Your Files Here !/02 - Machine Learning/001 Machine Learning_en.vtt
6.4 KB
~Get Your Files Here !/02 - Machine Learning/002 Supervised Learning.mp4
41 MB
~Get Your Files Here !/02 - Machine Learning/002 Supervised Learning_en.vtt
3.7 KB
~Get Your Files Here !/02 - Machine Learning/003 Unsupervised Learning.mp4
34.3 MB
~Get Your Files Here !/02 - Machine Learning/003 Unsupervised Learning_en.vtt
3.2 KB
~Get Your Files Here !/02 - Machine Learning/004 Semi-Supervised Learning.mp4
23 MB
~Get Your Files Here !/02 - Machine Learning/004 Semi-Supervised Learning_en.vtt
2.7 KB
~Get Your Files Here !/02 - Machine Learning/005 Learning Methods Comparison.mp4
29.9 MB
~Get Your Files Here !/02 - Machine Learning/005 Learning Methods Comparison_en.vtt
2 KB
~Get Your Files Here !/02 - Machine Learning/006 Reinforcement Learning.mp4
39.7 MB
~Get Your Files Here !/02 - Machine Learning/006 Reinforcement Learning_en.vtt
3 KB
~Get Your Files Here !/02 - Machine Learning/007 Learning Example.mp4
31.9 MB
~Get Your Files Here !/02 - Machine Learning/007 Learning Example_en.vtt
2.3 KB
~Get Your Files Here !/02 - Machine Learning/008 Design a Learning System.mp4
50 MB
~Get Your Files Here !/02 - Machine Learning/008 Design a Learning System_en.vtt
3.8 KB
~Get Your Files Here !/02 - Machine Learning/009 Leaning Error Types.mp4
20.1 MB
~Get Your Files Here !/02 - Machine Learning/009 Leaning Error Types_en.vtt
1.4 KB
~Get Your Files Here !/02 - Machine Learning/010 Underfitting and Overfitting.mp4
13.6 MB
~Get Your Files Here !/02 - Machine Learning/010 Underfitting and Overfitting_en.vtt
1.1 KB
~Get Your Files Here !/02 - Machine Learning/011 Clustering-kmeans.mp4
52.7 MB
~Get Your Files Here !/02 - Machine Learning/011 Clustering-kmeans_en.vtt
7.7 KB
~Get Your Files Here !/02 - Machine Learning/012 Data Preprocessing.mp4
127.7 MB
~Get Your Files Here !/02 - Machine Learning/012 Data Preprocessing_en.vtt
23.3 KB
~Get Your Files Here !/02 - Machine Learning/013 Coding Example using Scikit-Learn.mp4
91.4 MB
~Get Your Files Here !/02 - Machine Learning/013 Coding Example using Scikit-Learn_en.vtt
11.6 KB
~Get Your Files Here !/02 - Machine Learning/36660332-Lecture-2.pdf
1 MB
~Get Your Files Here !/02 - Machine Learning/38190436-clustering.ipynb
42.9 KB
~Get Your Files Here !/02 - Machine Learning/external-assets-links.txt
1.1 KB
~Get Your Files Here !/03 - Artificial Neural Networks/001 Neural Networks.mp4
85.6 MB
~Get Your Files Here !/03 - Artificial Neural Networks/001 Neural Networks_en.vtt
6.4 KB
~Get Your Files Here !/03 - Artificial Neural Networks/002 Applications of Artificial Neural Networks.mp4
32.4 MB
~Get Your Files Here !/03 - Artificial Neural Networks/002 Applications of Artificial Neural Networks_en.vtt
2 KB
~Get Your Files Here !/03 - Artificial Neural Networks/003 Single-Layer Neural Networks (Perceptron).mp4
19.2 MB
~Get Your Files Here !/03 - Artificial Neural Networks/003 Single-Layer Neural Networks (Perceptron)_en.vtt
1.3 KB
~Get Your Files Here !/03 - Artificial Neural Networks/004 Multi-Layer Neural Networks.mp4
39.3 MB
~Get Your Files Here !/03 - Artificial Neural Networks/004 Multi-Layer Neural Networks_en.vtt
2.6 KB
~Get Your Files Here !/03 - Artificial Neural Networks/005 Activation Functions.mp4
22.5 MB
~Get Your Files Here !/03 - Artificial Neural Networks/005 Activation Functions_en.vtt
1.9 KB
~Get Your Files Here !/03 - Artificial Neural Networks/006 Neural Network Example with Number.mp4
23.5 MB
~Get Your Files Here !/03 - Artificial Neural Networks/006 Neural Network Example with Number_en.vtt
1.5 KB
~Get Your Files Here !/03 - Artificial Neural Networks/007 TensorFlow Practicing.mp4
293.4 MB
~Get Your Files Here !/03 - Artificial Neural Networks/007 TensorFlow Practicing_en.vtt
33.9 KB
~Get Your Files Here !/03 - Artificial Neural Networks/008 TensorFlow Practicing-MLP.mp4
188.8 MB
~Get Your Files Here !/03 - Artificial Neural Networks/008 TensorFlow Practicing-MLP_en.vtt
23 KB
~Get Your Files Here !/03 - Artificial Neural Networks/39379018-lect-21.ipynb
31.5 KB
~Get Your Files Here !/03 - Artificial Neural Networks/39380246-TensorFlow-MLP.ipynb
206.8 KB
~Get Your Files Here !/03 - Artificial Neural Networks/external-assets-links.txt
547 B
~Get Your Files Here !/04 - Deep Learning/001 What is Deep Learning.mp4
40.4 MB
~Get Your Files Here !/04 - Deep Learning/001 What is Deep Learning_en.vtt
2.4 KB
~Get Your Files Here !/04 - Deep Learning/002 Deep Learning Applications.mp4
42.9 MB
~Get Your Files Here !/04 - Deep Learning/002 Deep Learning Applications_en.vtt
2.3 KB
~Get Your Files Here !/04 - Deep Learning/003 Deep Learning Algorithms and Architectures.mp4
12 MB
~Get Your Files Here !/04 - Deep Learning/003 Deep Learning Algorithms and Architectures_en.vtt
1007 B
~Get Your Files Here !/04 - Deep Learning/004 Convolutional Neural Networks (CNNs).mp4
48.9 MB
~Get Your Files Here !/04 - Deep Learning/004 Convolutional Neural Networks (CNNs)_en.vtt
4.4 KB
~Get Your Files Here !/04 - Deep Learning/005 Recurrent Neural Networks(RNNs).mp4
57.5 MB
~Get Your Files Here !/04 - Deep Learning/005 Recurrent Neural Networks(RNNs)_en.vtt
5.1 KB
~Get Your Files Here !/04 - Deep Learning/006 Long Short-Term Memory (LSTM).mp4
28.5 MB
~Get Your Files Here !/04 - Deep Learning/006 Long Short-Term Memory (LSTM)_en.vtt
3.6 KB
~Get Your Files Here !/04 - Deep Learning/007 Residual Neural Network Learning (ResNets).mp4
24.5 MB
~Get Your Files Here !/04 - Deep Learning/007 Residual Neural Network Learning (ResNets)_en.vtt
2.2 KB
~Get Your Files Here !/04 - Deep Learning/008 Classifying Images with Deep Convolutional Neural Networks.mp4
169.4 MB
~Get Your Files Here !/04 - Deep Learning/008 Classifying Images with Deep Convolutional Neural Networks_en.vtt
20.2 KB
~Get Your Files Here !/04 - Deep Learning/009 Modeling Sequential Data Using Recurrent Neural Networks.mp4
105.4 MB
~Get Your Files Here !/04 - Deep Learning/009 Modeling Sequential Data Using Recurrent Neural Networks_en.vtt
14.3 KB
~Get Your Files Here !/04 - Deep Learning/39503732-image-classifying-using-DNN-p1.ipynb
33.2 KB
~Get Your Files Here !/04 - Deep Learning/39534670-RNN-p1.ipynb
28.3 KB
~Get Your Files Here !/04 - Deep Learning/external-assets-links.txt
983 B
~Get Your Files Here !/04 - Deep Learning/movie_data.csv
62.8 MB
~Get Your Files Here !/05 - Generative Adversarial Networks/001 What is a GAN.mp4
28.7 MB
~Get Your Files Here !/05 - Generative Adversarial Networks/001 What is a GAN_en.vtt
2.3 KB
~Get Your Files Here !/05 - Generative Adversarial Networks/002 GAN Applications.mp4
11.7 MB
~Get Your Files Here !/05 - Generative Adversarial Networks/002 GAN Applications_en.vtt
854 B
~Get Your Files Here !/05 - Generative Adversarial Networks/003 Type of GANs.mp4
14.8 MB
~Get Your Files Here !/05 - Generative Adversarial Networks/003 Type of GANs_en.vtt
754 B
~Get Your Files Here !/05 - Generative Adversarial Networks/004 DCGANs.mp4
30.2 MB
~Get Your Files Here !/05 - Generative Adversarial Networks/004 DCGANs_en.vtt
2.7 KB
~Get Your Files Here !/05 - Generative Adversarial Networks/005 SGAN.mp4
14.7 MB
~Get Your Files Here !/05 - Generative Adversarial Networks/005 SGAN_en.vtt
1.3 KB
~Get Your Files Here !/05 - Generative Adversarial Networks/006 Conditional GAN.mp4
19.2 MB
~Get Your Files Here !/05 - Generative Adversarial Networks/006 Conditional GAN_en.vtt
2 KB
~Get Your Files Here !/05 - Generative Adversarial Networks/007 Cycle GAN.mp4
26.2 MB
~Get Your Files Here !/05 - Generative Adversarial Networks/007 Cycle GAN_en.vtt
1.8 KB
~Get Your Files Here !/05 - Generative Adversarial Networks/008 Simple Gan.mp4
96.5 MB
~Get Your Files Here !/05 - Generative Adversarial Networks/008 Simple Gan_en.vtt
10.8 KB
~Get Your Files Here !/05 - Generative Adversarial Networks/009 DCGAN.mp4
53.6 MB
~Get Your Files Here !/05 - Generative Adversarial Networks/009 DCGAN_en.vtt
5.5 KB
~Get Your Files Here !/05 - Generative Adversarial Networks/39534952-First-GAN.ipynb
1.2 MB
~Get Your Files Here !/05 - Generative Adversarial Networks/39535112-DCGAN.ipynb
79.3 KB
~Get Your Files Here !/05 - Generative Adversarial Networks/external-assets-links.txt
229 B
~Get Your Files Here !/06 - GAN for MNIST and FASHION/001 MNIST using GAN.mp4
14.2 MB
~Get Your Files Here !/06 - GAN for MNIST and FASHION/001 MNIST using GAN_en.vtt
1.5 KB
~Get Your Files Here !/06 - GAN for MNIST and FASHION/002 Initial Setup.mp4
91.7 MB
~Get Your Files Here !/06 - GAN for MNIST and FASHION/002 Initial Setup_en.vtt