Deep Learning Bootcamp Neural NetWorks with Python PyTorch

6 GB | 12min 19s | mp4 | 1920X1080 | 16:9
Genre:eLearning |Language:English

Files Included :
1 - Promo Highlights.mp4 (285.91 MB)
10 - Basics of Deep Learning N Dimensional Space.mp4 (10.32 MB)
11 - Basics of Deep Learning Theory of Perceptron.mp4 (4.4 MB)
12 - Basics of Deep Learning Implementing Basic Perceptron.mp4 (17.54 MB)
13 - Basics of Deep Learning Logical Gates for Perceptrons.mp4 (8.07 MB)
14 - Basics of Deep Learning Perceptron Training Part 1.mp4 (3.18 MB)
15 - Basics of Deep Learning Perceptron Training Part 2.mp4 (12.94 MB)
16 - Basics of Deep Learning Learning Rate.mp4 (11.83 MB)
17 - Basics of Deep Learning Perceptron Training Part 3.mp4 (13.82 MB)
18 - Basics of Deep Learning Perceptron Algorithm.mp4 (3.17 MB)
19 - Basics of Deep Learning Coading Perceptron Algo Data Reading Visualization.mp4 (34.37 MB)
2 - Introduction Introduction to Instructor and Aisciences.mp4 (79.34 MB)
20 - Basics of Deep Learning Coading Perceptron Algo Perceptron Step.mp4 (47.16 MB)
21 - Basics of Deep Learning Coading Perceptron Algo Training Perceptron.mp4 (42.19 MB)
22 - Basics of Deep Learning Coading Perceptron Algo Visualizing the Results.mp4 (19.78 MB)
23 - Basics of Deep Learning Problem with Linear Solutions.mp4 (9.44 MB)
24 - Basics of Deep Learning Solution to Problem.mp4 (4.24 MB)
25 - Basics of Deep Learning Error Functions.mp4 (6.32 MB)
26 - Basics of Deep Learning Discrete vs Continuous Error Function.mp4 (8.97 MB)
27 - Basics of Deep Learning Sigmoid Function.mp4 (9.34 MB)
28 - Basics of Deep Learning MultiClass Problem.mp4 (5.57 MB)
29 - Basics of Deep Learning Problem of Negative Scores.mp4 (10.12 MB)
30 - Basics of Deep Learning Need of Softmax.mp4 (4.57 MB)
31 - Basics of Deep Learning Coding Softmax.mp4 (16.63 MB)
32 - Basics of Deep Learning One Hot Encoding.mp4 (6.84 MB)
33 - Basics of Deep Learning Maximum Likelihood Part 1.mp4 (15.32 MB)
34 - Basics of Deep Learning Maximum Likelihood Part 2.mp4 (12.16 MB)
35 - Basics of Deep Learning Cross Entropy.mp4 (11.24 MB)
36 - Basics of Deep Learning Cross Entropy Formulation.mp4 (33.67 MB)
37 - Basics of Deep Learning Multi Class Cross Entropy.mp4 (27.62 MB)
38 - Basics of Deep Learning Cross Entropy Implementation.mp4 (16.47 MB)
39 - Basics of Deep Learning Sigmoid Function Implementation.mp4 (3.64 MB)
4 - Basics of Deep Learning Problem to Solve Part 1.mp4 (8.05 MB)
40 - Basics of Deep Learning Output Function Implementation.mp4 (9.9 MB)
41 - Deep Learning Introduction to Gradient Decent.mp4 (29.39 MB)
42 - Deep Learning Convex Functions.mp4 (8.6 MB)
43 - Deep Learning Use of Derivatives.mp4 (10.32 MB)
44 - Deep Learning How Gradient Decent Works.mp4 (8.36 MB)
45 - Deep Learning Gradient Step.mp4 (6.22 MB)
46 - Deep Learning Logistic Regression Algorithm.mp4 (4.87 MB)
47 - Deep Learning Data Visualization and Reading.mp4 (51.78 MB)
48 - Deep Learning Updating Weights in Python.mp4 (18.59 MB)
49 - Deep Learning Implementing Logistic Regression.mp4 (75.47 MB)
5 - Basics of Deep Learning Problem to Solve Part 2.mp4 (7.58 MB)
50 - Deep Learning Visualization and Results.mp4 (60.13 MB)
51 - Deep Learning Gradient Decent vs Perceptron.mp4 (18.57 MB)
52 - Deep Learning Linear to Non Linear Boundaries.mp4 (17.59 MB)
53 - Deep Learning Combining Probabilities.mp4 (8.75 MB)
54 - Deep Learning Weighted Sums.mp4 (12.48 MB)
55 - Deep Learning Neural Network Architecture.mp4 (56.86 MB)
56 - Deep Learning Layers and DEEP Networks.mp4 (21.19 MB)
57 - Deep Learning Multi Class Classification.mp4 (14.22 MB)
58 - Deep Learning Basics of Feed Forward.mp4 (28.52 MB)
59 - Deep Learning Feed Forward for DEEP Net.mp4 (24.38 MB)
6 - Basics of Deep Learning Problem to Solve Part 3.mp4 (6.04 MB)
60 - Deep Learning Deep Learning Algo Overview.mp4 (8.04 MB)
61 - Deep Learning Basics of Back Propagation.mp4 (24.79 MB)
62 - Deep Learning Updating Weights.mp4 (12.75 MB)
63 - Deep Learning Chain Rule for BackPropagation.mp4 (21.39 MB)
64 - Deep Learning Sigma Prime.mp4 (6.91 MB)
65 - Deep Learning Data Analysis NN Implementation.mp4 (44.31 MB)
66 - Deep Learning One Hot Encoding NN Implementation.mp4 (21.25 MB)
67 - Deep Learning Scaling the Data NN Implementation.mp4 (6.34 MB)
68 - Deep Learning Splitting the Data NN Implementation.mp4 (18.71 MB)
69 - Deep Learning Helper Functions NN Implementation.mp4 (8.87 MB)
7 - Basics of Deep Learning Linear Equation.mp4 (11.54 MB)
70 - Deep Learning Training NN Implementation.mp4 (70.51 MB)
71 - Deep Learning Testing NN Implementation.mp4 (23.09 MB)
72 - Optimizations Underfitting vs Overfitting.mp4 (27.39 MB)
73 - Optimizations Early Stopping.mp4 (12.34 MB)
74 - Optimizations Quiz.mp4 (1.67 MB)
75 - Optimizations Solution Regularization.mp4 (18.04 MB)
76 - Optimizations L1 L2 Regularization.mp4 (8.99 MB)
77 - Optimizations Dropout.mp4 (11 MB)
78 - Optimizations Local Minima Problem.mp4 (7.4 MB)
79 - Optimizations Random Restart Solution.mp4 (12.91 MB)
8 - Basics of Deep Learning Linear Equation Vectorized.mp4 (11.27 MB)
80 - Optimizations Vanishing Gradient Problem.mp4 (12.47 MB)
81 - Optimizations Other Activation Functions.mp4 (18.42 MB)
82 - Final Project Final Project Part 1.mp4 (94.72 MB)
83 - Final Project Final Project Part 2.mp4 (119.12 MB)
84 - Final Project Final Project Part 3.mp4 (82.28 MB)
85 - Final Project Final Project Part 4.mp4 (48.99 MB)
86 - Final Project Final Project Part 5.mp4 (79.67 MB)
9 - Basics of Deep Learning 3D Feature Space.mp4 (17.48 MB)
100 - NN with Tensor Basic NN part 1.mp4 (57.75 MB)
101 - NN with Tensor Basic NN part 2.mp4 (90.1 MB)
102 - NN with Tensor Loss Functions.mp4 (119.64 MB)
103 - NN with Tensor Activation Functions Hidden Layers.mp4 (91.95 MB)
104 - NN with Tensor Optimizers.mp4 (116.89 MB)
105 - NN with Tensor Data Loader Dataset.mp4 (43.13 MB)
106 - NN with Tensor Activity.mp4 (75.82 MB)
107 - NN with Tensor Activity Solution.mp4 (139.03 MB)
108 - NN with Tensor Formating the Output.mp4 (24.84 MB)
109 - NN with Tensor Graph for Loss.mp4 (30.36 MB)
110 - CNN Introduction to Module.mp4 (78.65 MB)
111 - CNN CNN vs NN.mp4 (70.68 MB)
112 - CNN Introduction to Convolution.mp4 (19.65 MB)
113 - CNN Convolution Animations.mp4 (90.02 MB)
114 - CNN Convolution using Pytorch.mp4 (56.95 MB)
115 - CNN Introduction to Pooling.mp4 (9.87 MB)
116 - CNN Pooling using Numpy.mp4 (27.05 MB)
117 - CNN Pooling in Pytorch.mp4 (114.41 MB)
118 - CNN Introduction to Project.mp4 (109.73 MB)
119 - CNN Project Data Loading.mp4 (70.75 MB)
120 - CNN Project Transforms.mp4 (88.33 MB)
121 - CNN Project DataLoaders.mp4 (47.5 MB)
122 - CNN Project CNN Architect.mp4 (60.57 MB)
123 - CNN Project Forward Propagation.mp4 (93.76 MB)
124 - CNN Project Training CNN.mp4 (171.91 MB)
125 - CNN Project Analyzing Model Output.mp4 (46.64 MB)
126 - CNN Project Making Predictions.mp4 (24.4 MB)
88 - Introduction Module Content.mp4 (207.48 MB)
89 - Introduction Benefits of Framework.mp4 (121.86 MB)
90 - Introduction Installations and Setups.mp4 (78.46 MB)
91 - Tensor Introduction to Tensor.mp4 (55.08 MB)
92 - Tensor List vs Array vs Tensor.mp4 (40.14 MB)
93 - Tensor Arithmetic Operations.mp4 (45.95 MB)
94 - Tensor Tensor Operations.mp4 (44.41 MB)
95 - Tensor AutoGradiants.mp4 (83.22 MB)
96 - Tensor Activity Solution.mp4 (13.01 MB)
97 - Tensor Detaching Gradients.mp4 (51.55 MB)
98 - Tensor Loading GPU.mp4 (58.85 MB)
99 - NN with Tensor Introduction to Module.mp4 (59.94 MB)
128 - Introduction to TensorFlow Module Introduction.mp4 (74.26 MB)
129 - Introduction to TensorFlow TensorFlow Definition and Properties.mp4 (12.44 MB)
130 - Introduction to TensorFlow Tensor Types and Tesnor Board.mp4 (11.5 MB)
131 - Introduction to TensorFlow How to use TensorFlow.mp4 (7.86 MB)
132 - Introduction to TensorFlow Google Colab.mp4 (5.09 MB)
133 - Introduction to TensorFlow Exercise.mp4 (10.46 MB)
134 - Introduction to TensorFlow Exercise Solution.mp4 (68.88 MB)
135 - Introduction to TensorFlow Quiz.mp4 (7.53 MB)
136 - Introduction to TensorFlow Quiz Solution.mp4 (123.79 MB)
137 - Building your first deep learning Project Module Introduction.mp4 (82.86 MB)
138 - Building your first deep learning Project ANNs.mp4 (20.98 MB)
139 - Building your first deep learning Project TensorFlow Playground.mp4 (19.82 MB)
140 - Building your first deep learning Project Load TF and Data.mp4 (6.62 MB)
141 - Building your first deep learning Project Model Training and Evaluation.mp4 (10.76 MB)
142 - Building your first deep learning Project Project.mp4 (9.38 MB)
143 - Building your first deep learning Project Project Implementation.mp4 (136.12 MB)
144 - Building your first deep learning Project Quiz.mp4 (3.49 MB)
145 - Building your first deep learning Project Quiz Solution.mp4 (54.86 MB)
146 - Multilayer Deep Learning Project Module Introduction.mp4 (155.42 MB)
147 - Multilayer Deep Learning Project Training and Epochs.mp4 (18.95 MB)
148 - Multilayer Deep Learning Project Gradient Decent and Back Propagation.mp4 (20.71 MB)
149 - Multilayer Deep Learning Project Bias Variance TradeOff.mp4 (12.41 MB)
150 - Multilayer Deep Learning Project Performance Metrics.mp4 (48.9 MB)
151 - Multilayer Deep Learning Project ProjectSales Predition.mp4 (144.56 MB)
152 - Multilayer Deep Learning Project Quiz.mp4 (5.51 MB)
153 - Multilayer Deep Learning Project Quiz Solution.mp4 (72.44 MB)]
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