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Deep Learning A-Z™: Hands-On Artificial Neural Networks
Learn to create Deep Learning Algorithms in Python from two Machine Learning & Data Science experts. Templates included.
- Përshkrimi
- Kurrikula
- Pyetjet e shpeshta
- Vlerësimi
--------------------- Part 1 - Artificial Neural Networks ---------------------
Building an ANN
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7Plan of AttackMësimi me video
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8The NeuronMësimi me video
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9The Activation FunctionMësimi me video
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10How do Neural Networks work?Mësimi me video
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11How do Neural Networks learn?Mësimi me video
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12Gradient DescentMësimi me video
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13Stochastic Gradient DescentMësimi me video
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14BackpropagationMësimi me video
Homework Challenge - Should we say goodbye to that customer ?
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15PrerequisitesMësimi me tekst
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16How to get the datasetMësimi me video
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17Business Problem DescriptionMësimi me video
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18Installing TensorFlow and KerasMësimi me tekst
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19Building an ANN - Step 1Mësimi me video
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20Building an ANN - Step 2Mësimi me video
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21Building an ANN - Step 3Mësimi me video
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22Building an ANN - Step 4Mësimi me video
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23Building an ANN - Step 5Mësimi me video
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24Building an ANN - Step 6Mësimi me video
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25Building an ANN - Step 7Mësimi me video
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26Building an ANN - Step 8Mësimi me video
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27Building an ANN - Step 9Mësimi me video
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28Building an ANN - Step 10Mësimi me video
Evaluating, Improving and Tuning the ANN
Homework Challenge - Put me one step down on the podium
-------------------- Part 2 - Convolutional Neural Networks --------------------
Building a CNN
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36What You'll Need for CNNMësimi me tekst
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37Plan of attackMësimi me video
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38What are convolutional neural networks?Mësimi me video
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39Step 1 - Convolution OperationMësimi me video
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40Step 1(b) - ReLU LayerMësimi me video
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41Step 2 - PoolingMësimi me video
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42Step 3 - FlatteningMësimi me video
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43Step 4 - Full ConnectionMësimi me video
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44SummaryMësimi me video
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45Softmax & Cross-EntropyMësimi me video
Homework - What's that pet ?
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46How to get the datasetMësimi me video
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47Installing TensorFlow and KerasMësimi me tekst
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48Introduction to CNNsMësimi me video
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49Building a CNN - Step 1Mësimi me video
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50Building a CNN - Step 2Mësimi me video
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51Building a CNN - Step 3Mësimi me video
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52Building a CNN - Step 4Mësimi me video
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53Building a CNN - Step 5Mësimi me video
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54Building a CNN - Step 6Mësimi me video
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55Building a CNN - Step 7Mësimi me video
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56Building a CNN - Step 8Mësimi me video
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57Building a CNN - Step 9Mësimi me video
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58Building a CNN - Step 10Mësimi me video
Evaluating, Improving and Tuning the CNN
---------------------- Part 3 - Recurrent Neural Networks ----------------------
Building a RNN
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Leksione
30
Kuize
1
Video
23 hours
Certificate of Completion
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