جزاك الله كل خير يا هندسة
الموضوع المميز لدراسة الشبكات العصبية وتطبيقاتها
Neural Networks and Applications
Prof. Somnath Sengupta
@
IIT Kharagpur
المحتوى العلمى للكورس
Lectures in this course:37
1 - Introduction to Artificial Neural Networks (53:50)
2 - Artificial Neuron Model and Linear Regression (58:2
3 - Gradient Descent Algorithm (56:35)
4 - Nonlinear Activation Units and Learning Mechanisms (58:09)
5 - Learning Mechanisms-Hebbian,Competitive,Boltzmann (57:16)
6 - Associative memory (58:5
7 - Associative Memory Model (57:16)
8 - Condition for Perfect Recall in Associative Memory (59:59)
9 - Statistical Aspects of Learning (54:0
10 - V.C. Dimensions: Typical Examples (57:44)
11 - Importance of V.C. Dimensions Structural Risk Minimization (45:47)
12 - Single-Layer Perceptions (56:13)
13 - Unconstrained Optimization: Gauss-Newton's Method (59:17)
14 - Linear Least Squares Filters (57:5
15 - Least Mean Squares Algorithm (52:21)
16 - Perceptron Convergence Theorem (55:29)
17 - Bayes Classifier & Perceptron: An Analogy (56:55)
18 - Bayes Classifier for Gaussian Distribution (55:51)
19 - Back Propagation Algorithm (55:35)
20 - Practical Consideration in Back Propagation Algorithm (57:09)
21 - Solution of Non-Linearly Separable Problems Using MLP (57:32)
22 - Heuristics For Back-Propagation (58:05)
23 - Multi-Class Classification Using Multi-layered Perceptrons (56:11)
24 - Radial Basis Function Networks: Cover's Theorem (56:49)
25 - Radial Basis Function Networks: Separability & Interpolation (57:24)
26 Radial Basis Function as ill-Posed Surface Reconstruction (57:5
27 - Solution of Regularization Equation: Greens Function (55:44)
28 - Use of Greens Function in Regularization Networks (57:14)
29 - Regularization Networks and Generalized RBF (48:47)
30 - Comparison Between MLP and RBF (54:09)
31 - Learning Mechanisms in RBF (54:37)
32 - Introduction to Principal Components and Analysis (56:3
33 - Dimensionality reduction Using PCA (54:17)
34 - Hebbian-Based Principal Component Analysis (50:22)
35 - Introduction to Self Organizing Maps (39:05)
36 - Cooperative and Adaptive Processes in SOM (52:14)
37 - Vector-Quantization Using SOM (52:02)
الكورس عبارة عن فيديوهات انجلش بصيغة MP4
جودة عالية
تحميل موفق
https://www.7enkish.net/6226
https://www.7enkish.net/6227
https://www.7enkish.net/6228
https://www.7enkish.net/6229
https://www.7enkish.net/6230
https://www.7enkish.net/6231
https://www.7enkish.net/6232
https://www.7enkish.net/6233
https://www.7enkish.net/6234
https://www.7enkish.net/6235
https://www.7enkish.net/6236
https://www.7enkish.net/6237
https://www.7enkish.net/6238
https://www.7enkish.net/6239
https://www.7enkish.net/6240
https://www.7enkish.net/6241
https://www.7enkish.net/6242
https://www.7enkish.net/6243
https://www.7enkish.net/6244
https://www.7enkish.net/6245
https://www.7enkish.net/6246
https://www.7enkish.net/6247
https://www.7enkish.net/6248
https://www.7enkish.net/6249
https://www.7enkish.net/6250
https://www.7enkish.net/6251
https://www.7enkish.net/6252
https://www.7enkish.net/6253
https://www.7enkish.net/6254
https://www.7enkish.net/6255
https://www.7enkish.net/6256
https://www.7enkish.net/6257
https://www.7enkish.net/6258
https://www.7enkish.net/6259
https://www.7enkish.net/6260
https://www.7enkish.net/6261
https://www.7enkish.net/6262
https://www.7enkish.net/6263
https://www.7enkish.net/6264
With Direct Download
https://www.7enkish.net/6109
https://www.7enkish.net/6110
https://www.7enkish.net/6111
https://www.7enkish.net/6112
https://www.7enkish.net/6113
https://www.7enkish.net/6114
https://www.7enkish.net/6115
https://www.7enkish.net/6116
https://www.7enkish.net/6117
https://www.7enkish.net/6118
https://www.7enkish.net/6119
https://www.7enkish.net/6120
https://www.7enkish.net/6121
https://www.7enkish.net/6122
https://www.7enkish.net/6123
https://www.7enkish.net/6124
https://www.7enkish.net/6125
https://www.7enkish.net/6126
https://www.7enkish.net/6127
https://www.7enkish.net/6128
https://www.7enkish.net/6129
https://www.7enkish.net/6130
https://www.7enkish.net/6131
https://www.7enkish.net/6132
https://www.7enkish.net/6133
https://www.7enkish.net/6134
https://www.7enkish.net/6135
https://www.7enkish.net/6136
https://www.7enkish.net/6137
https://www.7enkish.net/6138
https://www.7enkish.net/6139
https://www.7enkish.net/6140
https://www.7enkish.net/6141
https://www.7enkish.net/6142
https://www.7enkish.net/6143
https://www.7enkish.net/6144
https://www.7enkish.net/6145
https://www.7enkish.net/6146
https://www.7enkish.net/6147
https://www.7enkish.net/6148
https://www.7enkish.net/6149
https://www.7enkish.net/6150
https://www.7enkish.net/6151
https://www.7enkish.net/6152
https://www.7enkish.net/6153
https://www.7enkish.net/6154
https://www.7enkish.net/6155
https://www.7enkish.net/6156
https://www.7enkish.net/6157
https://www.7enkish.net/6158
https://www.7enkish.net/6159
https://www.7enkish.net/6160
https://www.7enkish.net/6161
https://www.7enkish.net/6162
https://www.7enkish.net/6163
https://www.7enkish.net/6164
https://www.7enkish.net/6165
https://www.7enkish.net/6166
https://www.7enkish.net/6167
https://www.7enkish.net/6168
https://www.7enkish.net/6169
https://www.7enkish.net/6170
https://www.7enkish.net/6171
https://www.7enkish.net/6172
https://www.7enkish.net/6173
https://www.7enkish.net/6174
https://www.7enkish.net/6175
https://www.7enkish.net/6176
https://www.7enkish.net/6177
https://www.7enkish.net/6178
https://www.7enkish.net/6179
https://www.7enkish.net/6180
https://www.7enkish.net/6181
https://www.7enkish.net/6182
https://www.7enkish.net/6183
https://www.7enkish.net/6184
https://www.7enkish.net/6185
https://www.7enkish.net/6186
https://www.7enkish.net/6187
https://www.7enkish.net/6188
https://www.7enkish.net/6189
https://www.7enkish.net/6190
https://www.7enkish.net/6191
https://www.7enkish.net/6192
https://www.7enkish.net/6193
https://www.7enkish.net/6194
https://www.7enkish.net/6195
https://www.7enkish.net/6196
https://www.7enkish.net/6197
https://www.7enkish.net/6198
https://www.7enkish.net/6199
https://www.7enkish.net/6200
https://www.7enkish.net/6201
https://www.7enkish.net/6202
https://www.7enkish.net/6203
https://www.7enkish.net/6204
https://www.7enkish.net/6205
https://www.7enkish.net/6206
https://www.7enkish.net/6207
https://www.7enkish.net/6208
https://www.7enkish.net/6209
https://www.7enkish.net/6210
https://www.7enkish.net/6211
https://www.7enkish.net/6212
https://www.7enkish.net/6213
https://www.7enkish.net/6214
https://www.7enkish.net/6215
https://www.7enkish.net/6216
https://www.7enkish.net/6217
https://www.7enkish.net/6218
https://www.7enkish.net/6219
https://www.7enkish.net/6220
https://www.7enkish.net/6221
https://www.7enkish.net/6222
https://www.7enkish.net/6223
https://www.7enkish.net/6224
https://www.7enkish.net/6225
https://www.7enkish.net/6265
https://www.7enkish.net/6266
https://www.7enkish.net/6267
https://www.7enkish.net/6268
https://www.7enkish.net/6269
https://www.7enkish.net/6270
https://www.7enkish.net/6271
https://www.7enkish.net/6272
https://www.7enkish.net/6273
https://www.7enkish.net/6274
https://www.7enkish.net/6275
https://www.7enkish.net/6276
https://www.7enkish.net/6277
https://www.7enkish.net/6278
https://www.7enkish.net/6279
https://www.7enkish.net/6280
https://www.7enkish.net/6281
https://www.7enkish.net/6282
https://www.7enkish.net/6283
https://www.7enkish.net/6284
https://www.7enkish.net/6285
https://www.7enkish.net/6286
https://www.7enkish.net/6287
https://www.7enkish.net/6288
https://www.7enkish.net/6289
https://www.7enkish.net/6290
https://www.7enkish.net/6291
https://www.7enkish.net/6292
https://www.7enkish.net/6293
https://www.7enkish.net/6294
https://www.7enkish.net/6295
https://www.7enkish.net/6296
https://www.7enkish.net/6297
https://www.7enkish.net/6298
https://www.7enkish.net/6299
https://www.7enkish.net/6300
https://www.7enkish.net/6301
https://www.7enkish.net/6302
https://www.7enkish.net/6303
7enkish on Facebook
7enkish.com
ولسه اللى جاى احلى
جزاك الله كل خير يا هندسة
مشكور و جزاك الله كل خير
يعطيك العافية
بس هل بحتاج كورسات قبل متل الماتلاب
تحياتي
المفضلات