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[ TutGee.com ] Udemy - Fundamentals In Neural Networks
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MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch Genre: eLearning | Language: English + srt | Duration: 37 lectures (6h 42m) | Size: 2.24 GB Build up your intuition of the fundamental building blocks of Neural Networks What you'll learn: Understand the intuition behind Artificial Neural Networks Understand the intuition behind Convolutional Neural Networks Understand the intuition behind Recurrent Neural Networks Apply Artificial Neural Networks in practice Apply Convolutional Neural Networks in practice Apply Recurrent Neural Networks in practice
Requirements There is no prior coding or programming experience required. This course assumes you have your own laptop and the code will be done using Colab.
Description Deep learning (also known as deep structured learning) is part of a broader family of machine learning methods based on artificial neural networks with representation learning. Learning can be supervised, semi-supervised or unsupervised. Deep-learning architectures such as deep neural networks, deep belief networks, deep reinforcement learning, recurrent neural networks and convolutional neural networks have been applied to fields including computer vision, speech recognition, natural language processing, machine translation, bioinformatics, drug design, medical image analysis, material inspection and board game programs, where they have produced results comparable to and in some cases surpassing human expert performance.
This course covers the following three sections: (1) Neural Networks, (2) Convolutional Neural Networks, and (3) Recurrent Neural Networks. You will be receiving around 4 hours of materials on detailed discussion, mathematical description, and code walkthroughs of the three common families of neural networks. The descriptions of each section is summarized below.
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FILE LIST
Filename
Size
~Get Your Files Here !/01 - Welcome_/001 Welcome Message_.mp4
35.4 MB
~Get Your Files Here !/01 - Welcome_/001 Welcome Message__en.srt
2.4 KB
~Get Your Files Here !/01 - Welcome_/002 Course Outline.mp4
20.8 MB
~Get Your Files Here !/01 - Welcome_/002 Course Outline_en.srt
1.5 KB
~Get Your Files Here !/02 - Artificial Neural Networks/001 Linear Regression.mp4
38.3 MB
~Get Your Files Here !/02 - Artificial Neural Networks/001 Linear Regression_en.srt
11.3 KB
~Get Your Files Here !/02 - Artificial Neural Networks/002 Logistic Regression.mp4
28.2 MB
~Get Your Files Here !/02 - Artificial Neural Networks/002 Logistic Regression_en.srt
9 KB
~Get Your Files Here !/02 - Artificial Neural Networks/003 Purpose of Neural Networks.mp4
16.7 MB
~Get Your Files Here !/02 - Artificial Neural Networks/003 Purpose of Neural Networks_en.srt
14.9 KB
~Get Your Files Here !/02 - Artificial Neural Networks/004 Forward Propagation.mp4
21.9 MB
~Get Your Files Here !/02 - Artificial Neural Networks/004 Forward Propagation_en.srt
7.6 KB
~Get Your Files Here !/02 - Artificial Neural Networks/005 Backward Propagation.mp4
30.3 MB
~Get Your Files Here !/02 - Artificial Neural Networks/005 Backward Propagation_en.srt
9 KB
~Get Your Files Here !/02 - Artificial Neural Networks/006 Activation Function.mp4
33.7 MB
~Get Your Files Here !/02 - Artificial Neural Networks/006 Activation Function_en.srt
15.4 KB
~Get Your Files Here !/02 - Artificial Neural Networks/007 Cross-entropy Loss Function.mp4
33.6 MB
~Get Your Files Here !/02 - Artificial Neural Networks/007 Cross-entropy Loss Function_en.srt
11.4 KB
~Get Your Files Here !/02 - Artificial Neural Networks/008 Gradient Descent.mp4
37.6 MB
~Get Your Files Here !/02 - Artificial Neural Networks/008 Gradient Descent_en.srt
15.5 KB
~Get Your Files Here !/02 - Artificial Neural Networks/009 Lab 1 - Intro to Python.mp4
475.7 MB
~Get Your Files Here !/02 - Artificial Neural Networks/009 Lab 1 - Intro to Python_en.srt
54.4 KB
~Get Your Files Here !/02 - Artificial Neural Networks/010 Lab 2 - Intro to Tensorflow.mp4
160.2 MB
~Get Your Files Here !/02 - Artificial Neural Networks/010 Lab 2 - Intro to Tensorflow_en.srt
18 KB
~Get Your Files Here !/02 - Artificial Neural Networks/011 Lab 3 - Intro to Neural Network.mp4
162.8 MB
~Get Your Files Here !/02 - Artificial Neural Networks/011 Lab 3 - Intro to Neural Network_en.srt
24.7 KB
~Get Your Files Here !/02 - Artificial Neural Networks/012 Lab 4 - Functional API.mp4
80.6 MB
~Get Your Files Here !/02 - Artificial Neural Networks/012 Lab 4 - Functional API_en.srt
14.3 KB
~Get Your Files Here !/02 - Artificial Neural Networks/013 Lab 5 - Building Deeper and Wider Model.mp4
83.2 MB
~Get Your Files Here !/02 - Artificial Neural Networks/013 Lab 5 - Building Deeper and Wider Model_en.srt
14 KB
~Get Your Files Here !/02 - Artificial Neural Networks/37923168-sec1-lab1-intro-to-python.ipynb
59.4 KB
~Get Your Files Here !/02 - Artificial Neural Networks/37923170-sec1-lab2-basic-tensors.ipynb
15.7 KB
~Get Your Files Here !/02 - Artificial Neural Networks/37923174-sec1-lab3-intro-to-neural-networks.ipynb
38.3 KB
~Get Your Files Here !/02 - Artificial Neural Networks/37923178-sec1-lab4-functional-api.ipynb
47.6 KB
~Get Your Files Here !/02 - Artificial Neural Networks/37923180-sec1-lab5-wide-deep-model.ipynb
27.3 KB
~Get Your Files Here !/03 - Convolutional Neural Network/001 Image data.mp4
19.3 MB
~Get Your Files Here !/03 - Convolutional Neural Network/001 Image data_en.srt
8.2 KB
~Get Your Files Here !/03 - Convolutional Neural Network/002 Tensor and Matrix.mp4
7.2 MB
~Get Your Files Here !/03 - Convolutional Neural Network/002 Tensor and Matrix_en.srt
5.1 KB
~Get Your Files Here !/03 - Convolutional Neural Network/003 Convolutional Operation.mp4
15.3 MB
~Get Your Files Here !/03 - Convolutional Neural Network/003 Convolutional Operation_en.srt
14.1 KB
~Get Your Files Here !/03 - Convolutional Neural Network/004 Padding.mp4
26.5 MB
~Get Your Files Here !/03 - Convolutional Neural Network/004 Padding_en.srt
9 KB
~Get Your Files Here !/03 - Convolutional Neural Network/005 Stride.mp4
17 MB
~Get Your Files Here !/03 - Convolutional Neural Network/005 Stride_en.srt
7 KB
~Get Your Files Here !/03 - Convolutional Neural Network/006 Convolution in 2D and 3D.mp4
18.1 MB
~Get Your Files Here !/03 - Convolutional Neural Network/006 Convolution in 2D and 3D_en.srt
7.7 KB
~Get Your Files Here !/03 - Convolutional Neural Network/007 VGG16.mp4
50.3 MB
~Get Your Files Here !/03 - Convolutional Neural Network/007 VGG16_en.srt
11.2 KB
~Get Your Files Here !/03 - Convolutional Neural Network/008 Residual Network.mp4
25.6 MB
~Get Your Files Here !/03 - Convolutional Neural Network/008 Residual Network_en.srt
11.2 KB
~Get Your Files Here !/03 - Convolutional Neural Network/009 Lab 1 - Intro to Conv1D.mp4
90 MB
~Get Your Files Here !/03 - Convolutional Neural Network/009 Lab 1 - Intro to Conv1D_en.srt
12.7 KB
~Get Your Files Here !/03 - Convolutional Neural Network/010 Lab 2 - Intro to CNN.mp4
183.7 MB
~Get Your Files Here !/03 - Convolutional Neural Network/010 Lab 2 - Intro to CNN_en.srt
30.8 KB
~Get Your Files Here !/03 - Convolutional Neural Network/011 Lab 3 - Deep CNN.mp4
124.4 MB
~Get Your Files Here !/03 - Convolutional Neural Network/011 Lab 3 - Deep CNN_en.srt
23.2 KB
~Get Your Files Here !/03 - Convolutional Neural Network/012 Lab 4 - Transfer Learning.mp4
173.5 MB
~Get Your Files Here !/03 - Convolutional Neural Network/012 Lab 4 - Transfer Learning_en.srt
25.2 KB
~Get Your Files Here !/03 - Convolutional Neural Network/37923184-sec2-lab1-intro-conv1D.ipynb
6.3 KB
~Get Your Files Here !/03 - Convolutional Neural Network/37923190-sec2-lab2-cnn.ipynb
479.4 KB
~Get Your Files Here !/03 - Convolutional Neural Network/37923192-sec2-lab3-deep-cnn.ipynb
94.2 KB
~Get Your Files Here !/03 - Convolutional Neural Network/37923752-sec2-lab4-transfer-learning.ipynb
2.2 MB
~Get Your Files Here !/04 - Recurrent Neural Network/001 Welcome to RNN.mp4
1.3 MB
~Get Your Files Here !/04 - Recurrent Neural Network/001 Welcome to RNN_en.srt
1.1 KB
~Get Your Files Here !/04 - Recurrent Neural Network/002 Why Use RNN.mp4
16.5 MB
~Get Your Files Here !/04 - Recurrent Neural Network/002 Why Use RNN_en.srt
9.5 KB
~Get Your Files Here !/04 - Recurrent Neural Network/003 Language Processing.mp4
29.9 MB
~Get Your Files Here !/04 - Recurrent Neural Network/003 Language Processing_en.srt
13.2 KB
~Get Your Files Here !/04 - Recurrent Neural Network/004 Forward Propagation in RNN.mp4
33 MB
~Get Your Files Here !/04 - Recurrent Neural Network/004 Forward Propagation in RNN_en.srt
14.6 KB
~Get Your Files Here !/04 - Recurrent Neural Network/005 Backward Propagation Through Time.mp4
33.8 MB
~Get Your Files Here !/04 - Recurrent Neural Network/005 Backward Propagation Through Time_en.srt
10.8 KB
~Get Your Files Here !/04 - Recurrent Neural Network/006 Gated Recurrent Unit (GRU).mp4
13.3 MB
~Get Your Files Here !/04 - Recurrent Neural Network/006 Gated Recurrent Unit (GRU)_en.srt
11.1 KB
~Get Your Files Here !/04 - Recurrent Neural Network/007 Long Short Term Memory (LSTM).mp4
34.1 MB
~Get Your Files Here !/04 - Recurrent Neural Network/007 Long Short Term Memory (LSTM)_en.srt
10.7 KB
~Get Your Files Here !/04 - Recurrent Neural Network/008 Bi-directional RNN.mp4
17.6 MB
~Get Your Files Here !/04 - Recurrent Neural Network/008 Bi-directional RNN_en.srt
7.2 KB
~Get Your Files Here !/04 - Recurrent Neural Network/009 Lab 1 - RNN in Text Classification.mp4
131.8 MB
~Get Your Files Here !/04 - Recurrent Neural Network/009 Lab 1 - RNN in Text Classification_en.srt
20.6 KB
~Get Your Files Here !/04 - Recurrent Neural Network/010 Lab 2 - Sequence to Sequence Stock Candlestick Forecast.mp4
212.8 MB
~Get Your Files Here !/04 - Recurrent Neural Network/010 Lab 2 - Sequence to Sequence Stock Candlestick Forecast_en.srt
34.7 KB
~Get Your Files Here !/04 - Recurrent Neural Network/37923202-sec3-lab1-text-classification-rnn.ipynb
120.4 KB
~Get Your Files Here !/04 - Recurrent Neural Network/37923960-sec3-lab2-stock-market-candlestick-prediction.ipynb
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