Download Cheng S. Artificial Neural Networks 2021 Torrent

Torrent Contents Size: 18.87 MB

Cheng S. Artificial Neural Networks 2021

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0 - Introduction to scientific computing

00-Python-ws20.pdf	PDF	166.77 KB
00-problems-ws20.pdf	PDF	158 KB
annvenv.yml	YML	236 B
slides.pdf	PDF	639.54 KB

01-02 - Introduction-Optimization

01-02-lecture.pdf	PDF	1.2 MB
01-problems.pdf	PDF	55.63 KB
02-problems.pdf	PDF	64.79 KB
lec01-quiz.pdf	PDF	70.31 KB

03-Regression

03-Regression-problems.pdf	PDF	75.44 KB
03-Regression.pdf	PDF	168.65 KB
lec02-quizz.pdf	PDF	518.27 KB

04-Classification

04-Classification.pdf	PDF	350.54 KB
04_log_regression_data.npy	NPY	23.56 KB
lec03-quiz.pdf	PDF	141.25 KB
problems-04-Classfication.pdf	PDF	57.74 KB

05-Model Selection

05-ModelSelection.pdf

PDF

352.98 KB

lec05-quiz.pdf

PDF

529.98 KB

tutorial

05-ModelSelection.pdf	PDF	67.73 KB
05_model_selection_data.npy	NPY	448 B
A5_E1.py	PY	1013 B
A5_E2.py	PY	869 B
A5_E3.py	PY	1.97 KB

06-Biological Neural Networks

	06-BiologicalNN.pdf	PDF	4.38 MB
	lec06-quiz.pdf	PDF	60.28 KB

07-Artificial Neural Networks

07-ArtificialNN.pdf	PDF	476.49 KB
07_tutorial_problems.pdf	PDF	170.72 KB
lec07-quiz.pdf	PDF	59.38 KB

08-Perceptron

08-Perceptron.pdf	PDF	161.12 KB
08-problems.pdf	PDF	65.47 KB
Problem_Perceptron.py	PY	2.14 KB
lec08-quiz.pdf	PDF	116.93 KB

09-Multilayer Perceptron

09-MLP.pdf

PDF

171.59 KB

lec09-quiz.pdf

PDF

119.2 KB

tutorial

09-problems.pdf	PDF	159.07 KB
prob_mlp.py	PY	1.69 KB
xor.npy	NPY	117.31 KB

10-Convolutional Neural Networks

10-CNN.pdf	PDF	993.4 KB
10-problems.pdf	PDF	242.84 KB
lec10-quiz.pdf	PDF	80.53 KB

11-Deep Neural Networks

11-DeepNN.pdf	PDF	242.48 KB
lec11-quiz.pdf	PDF	57.73 KB
problem_transfer_learning.py	PY	1.8 KB
wrap-11-DeepNN.pdf	PDF	79.81 KB

12-Recurrent Neural Networks

12-RecurrentNN.pdf	PDF	326.81 KB
lec12-quiz.pdf	PDF	57.03 KB
prob-12-RecurrentNN.pdf	PDF	78.5 KB
problem_2.py	PY	1.49 KB

13-Hopfield Network

13-HopfieldNetwork.pdf	PDF	291.27 KB
images.npy	NPY	63.02 KB
lec13-quiz.pdf	PDF	93.18 KB
prob-13-HopfieldNetwork.pdf	PDF	83.04 KB

14- Boltzmann Machine

14-BoltzmannMachine.pdf	PDF	410.42 KB
lec14-quiz.pdf	PDF	75.2 KB
prob-14-BolzmannMachine.pdf	PDF	75.24 KB
prob_rbm.py	PY	1.43 KB

15- Review Session

	15-Review-notes.pdf	PDF	1019.04 KB
	notes-all.pdf	PDF	4.08 MB

syllabus-ANN.pdf

PDF

36.84 KB

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Cheng S. Artificial Neural Networks 2021

Torrent Contents Size: 18.87 MB

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