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York University - Introduction to Machine Learning Course (EECS4404E)- Fall 2019 (21 lectures)
by Amir H. Ashouri
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21 videos
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4,040 views
Introduction to Machine Learning Course and Pattern Recognition
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Introduction to Machine Learning Course and Pattern Recognition
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York University - Introduction to Machine Learning Course (EECS4404E)- Fall 2019 (21 lectures)
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Dec 3, 2019
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Introduction to Machine Learning Course and Pattern Recognition Amir Ashouri, PhD, PEng.
https://wiki.eecs.yorku.ca/course_arc...
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Amir H. Ashouri
Amir H. Ashouri
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Play all
York University - Introduction to Machine Learning Course (EECS4404E)- Fall 2019 (21 lectures)
by Amir H. Ashouri
Playlist
•
21 videos
•
4,040 views
Introduction to Machine Learning Course and Pattern Recognition
...more
Introduction to Machine Learning Course and Pattern Recognition
...more
...more
Play all
1
1:08:38
1:08:38
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York University - Introduction to Machine Learning Course - 2019 - Lecture 1
Amir H. Ashouri
Amir H. Ashouri
•
2.2K views
•
5 years ago
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2
1:17:22
1:17:22
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Lecture 2 (EECS4404E) - Linear Model
Amir H. Ashouri
Amir H. Ashouri
•
644 views
•
5 years ago
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3
1:07:32
1:07:32
Now playing
Lecture 3 (EECS4404E) - Linear Regression
Amir H. Ashouri
Amir H. Ashouri
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299 views
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5 years ago
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4
1:07:49
1:07:49
Now playing
Lecture 4 (EECS4404E) - Least Squares
Amir H. Ashouri
Amir H. Ashouri
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216 views
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5 years ago
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5
54:04
54:04
Now playing
Lecture 5 (EECS4404E) - Least Squares Examples
Amir H. Ashouri
Amir H. Ashouri
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184 views
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5 years ago
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6
49:40
49:40
Now playing
Lecture 6 (EECS4404E) - Logistic Regression
Amir H. Ashouri
Amir H. Ashouri
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217 views
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5 years ago
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7
56:20
56:20
Now playing
Lecture 7 (EECS4404E) - Gradient Descent
Amir H. Ashouri
Amir H. Ashouri
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161 views
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5 years ago
•
8
38:25
38:25
Now playing
Lecture 8 (EECS4404E) - Stochastic Gradient Descent
Amir H. Ashouri
Amir H. Ashouri
•
115 views
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5 years ago
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9
37:12
37:12
Now playing
Lecture 12- Multiclass Logistic Regression / Softmax - 2019
Amir H. Ashouri
Amir H. Ashouri
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4.4K views
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6 years ago
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10
1:22:44
1:22:44
Now playing
Lecture 10 (EECS4404E) - Neural Networks (Part I)
Amir H. Ashouri
Amir H. Ashouri
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200 views
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5 years ago
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11
58:45
58:45
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Lecture 11 (EECS4404E) - Neural Networks (Part II)
Amir H. Ashouri
Amir H. Ashouri
•
80 views
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5 years ago
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12
50:39
50:39
Now playing
Lecture 12 (EECS4404E) - Neural Networks (Part III) - Back Propagation
Amir H. Ashouri
Amir H. Ashouri
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110 views
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5 years ago
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13
46:44
46:44
Now playing
Lecture 13 (EECS4404E) - Neural Networks (Part IV) - Implementing Neural Nets
Amir H. Ashouri
Amir H. Ashouri
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73 views
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5 years ago
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14
1:04:02
1:04:02
Now playing
Lecture 14 (EECS4404E) - Convolutional Neural Networks (Part I)
Amir H. Ashouri
Amir H. Ashouri
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163 views
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5 years ago
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15
49:27
49:27
Now playing
Lecture 15 (EECS4404E) - CNNs (Part II) - LeNet, AlexNet, Inception, and ResNet
Amir H. Ashouri
Amir H. Ashouri
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311 views
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5 years ago
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16
47:37
47:37
Now playing
Lecture 16 (EECS4404E) - RNNs (Recurrent Neural Nets) and LSTMs
Amir H. Ashouri
Amir H. Ashouri
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151 views
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5 years ago
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17
38:21
38:21
Now playing
Lecture 17 (EECS4404E) - Clustering
Amir H. Ashouri
Amir H. Ashouri
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120 views
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5 years ago
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18
1:06:42
1:06:42
Now playing
Lecture 18 (EECS4404E) - EM Algorithm
Amir H. Ashouri
Amir H. Ashouri
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324 views
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5 years ago
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19
57:34
57:34
Now playing
Lecture 19 (EECS4404E) - PAC Learning
Amir H. Ashouri
Amir H. Ashouri
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722 views
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5 years ago
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20
1:03:05
1:03:05
Now playing
Lecture 20 (EECS4404E) - VC Dimension
Amir H. Ashouri
Amir H. Ashouri
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381 views
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5 years ago
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21
48:20
48:20
Now playing
Lecture 21 (EECS4404E) - Validation
Amir H. Ashouri
Amir H. Ashouri
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184 views
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5 years ago
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