Data Science Deep Learning and Neural NetWorks in Python

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3.91 GB | 20min 20s | mp4 | 1920X1080 | 16:9
Genre:eLearning |Language:English

Files Included :
1 - Introduction and Outline.mp4 (26.48 MB)
2 - Where to get the code.mp4 (75.14 MB)
3 - How to Succeed in this Course.mp4 (8.94 MB)
4 - Review Section Introduction.mp4 (17.27 MB)
5 - What does machine learning do.mp4 (33.84 MB)
6 - Neuron Predictions.mp4 (25.68 MB)
7 - Neuron Training.mp4 (21.4 MB)
8 - Deep Learning Readiness Test.mp4 (12.44 MB)
9 - Review Section Summary.mp4 (17.78 MB)
10 - Neural Networks with No Math.mp4 (10.08 MB)
11 - Introduction to the ECommerce Course Project.mp4 (20.25 MB)
12 - Prediction Section Introduction and Outline.mp4 (15.16 MB)
13 - From Logistic Regression to Neural Networks.mp4 (11.1 MB)
14 - Interpreting the Weights of a Neural Network.mp4 (5.47 MB)
15 - Softmax.mp4 (4.75 MB)
16 - Sigmoid vs Softmax.mp4 (7.97 MB)
17 - Feedforward in SlowMo part 1.mp4 (98.74 MB)
18 - Feedforward in SlowMo part 2.mp4 (23.22 MB)
19 - Where to get the code for this course.mp4 (4.69 MB)
20 - Softmax in Code.mp4 (54.56 MB)
21 - Building an entire feedforward neural network in Python.mp4 (21.88 MB)
22 - ECommerce Course Project PreProcessing the Data.mp4 (146.47 MB)
23 - ECommerce Course Project Making Predictions.mp4 (90.75 MB)
24 - Prediction Quizzes.mp4 (5.7 MB)
25 - Prediction Section Summary.mp4 (4.76 MB)
26 - Suggestion Box.mp4 (39.87 MB)
27 - Training Section Introduction and Outline.mp4 (7.14 MB)
28 - What do all these symbols and letters mean.mp4 (18.35 MB)
29 - What does it mean to train a neural network.mp4 (37.4 MB)
30 - How to Brace Yourself to Learn Backpropagation.mp4 (51.21 MB)
31 - Categorical CrossEntropy Loss Function.mp4 (26.48 MB)
32 - Training Logistic Regression with Softmax part 1.mp4 (86.99 MB)
33 - Training Logistic Regression with Softmax part 2.mp4 (24.18 MB)
34 - Backpropagation part 1.mp4 (26.7 MB)
35 - Backpropagation part 2.mp4 (58.19 MB)
36 - Backpropagation in code.mp4 (78.55 MB)
37 - Backpropagation part 3.mp4 (104.5 MB)
38 - The WRONG Way to Learn Backpropagation.mp4 (11.22 MB)
39 - ECommerce Course Project Training Logistic Regression with Softmax.mp4 (121.82 MB)
40 - ECommerce Course Project Training a Neural Network.mp4 (70.02 MB)
41 - Training Quiz.mp4 (9.7 MB)
42 - Training Section Summary.mp4 (5.78 MB)
43 - Practical Issues Section Introduction and Outline.mp4 (4.54 MB)
44 - Donut and XOR Review.mp4 (2.28 MB)
45 - Donut and XOR Revisited.mp4 (44.84 MB)
46 - Neural Networks for Regression.mp4 (116.47 MB)
47 - Common nonlinearities and their derivatives.mp4 (2.46 MB)
48 - Practical Considerations for Choosing Activation Functions.mp4 (35.31 MB)
49 - Hyperparameters and CrossValidation.mp4 (9.22 MB)
50 - Manually Choosing Learning Rate and Regularization Penalty.mp4 (28.25 MB)
51 - Why Divide by Square Root of D.mp4 (34.8 MB)
52 - Practical Issues Section Summary.mp4 (15.46 MB)
53 - TensorFlow plugandplay example.mp4 (124.98 MB)
54 - Visualizing what a neural network has learned using TensorFlow Playground.mp4 (160.02 MB)
55 - Where to go from here.mp4 (7.87 MB)
56 - You know more than you think you know.mp4 (9.8 MB)
57 - How to get good at deep learning exercises.mp4 (13.06 MB)
58 - Deep neural networks in just 3 lines of code with SciKit Learn.mp4 (6 MB)
59 - Facial Expression Recognition Project Introduction.mp4 (36.7 MB)
60 - Facial Expression Recognition Problem Description.mp4 (31.59 MB)
61 - The class imbalance problem.mp4 (14.44 MB)
62 - Utilities walkthrough.mp4 (26.69 MB)
63 - Facial Expression Recognition in Code Binary Sigmoid.mp4 (41.11 MB)
64 - Facial Expression Recognition in Code Logistic Regression Softmax.mp4 (34.25 MB)
65 - Facial Expression Recognition in Code ANN Softmax.mp4 (41.15 MB)
66 - Facial Expression Recognition Project Summary.mp4 (12.02 MB)
67 - Backpropagation Supplementary Lectures Introduction.mp4 (6.85 MB)
68 - Why Learn the Ins and Outs of Backpropagation.mp4 (59.49 MB)
69 - Gradient Descent Tutorial.mp4 (32.15 MB)
70 - Help with Softmax Derivative.mp4 (7.53 MB)
71 - Backpropagation with Softmax Troubleshooting.mp4 (79.25 MB)
72 - Whats the difference between neural networks and deep learning.mp4 (52.6 MB)
73 - Who should take this course in 2020 and beyond.mp4 (89.66 MB)
74 - Who should learn backpropagation in 2020 and beyond.mp4 (133.92 MB)
75 - Where does this course fit into your deep learning studies.mp4 (72.39 MB)
76 - PreInstallation Check.mp4 (13.11 MB)
77 - Anaconda Environment Setup.mp4 (278.2 MB)
78 - How to install Numpy Scipy Matplotlib Pandas IPython Theano and TensorFlow.mp4 (14.93 MB)
79 - How to Uncompress a targz file.mp4 (15.25 MB)
80 - How to Code by Yourself part 1.mp4 (10.57 MB)
81 - How to Code by Yourself part 2.mp4 (6.51 MB)
82 - Proof that using Jupyter Notebook is the same as not using it.mp4 (113.83 MB)
83 - Python 2 vs Python 3.mp4 (25.97 MB)
84 - How to Succeed in this Course Long Version.mp4 (64.05 MB)
85 - Is this for Beginners or Experts Academic or Practical Fast or slowpaced.mp4 (162.96 MB)
86 - Where does this course fit into your deep learning studies Old Version.mp4 (12.51 MB)
87 - Machine Learning and AI Prerequisite Roadmap pt 1.mp4 (126.5 MB)
88 - Machine Learning and AI Prerequisite Roadmap pt 2.mp4 (173.06 MB)
89 - What is the Appendix.mp4 (25.73 MB)
90 - BONUS.mp4 (31.07 MB)]
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