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`@@ -692,6 +692,11 @@ <h2>Machine Learning</h2>`
`692`	`692`	`<li><ahref="lectures/machine-learning.pdf">machine-learning.pdf</a></li>`
`693`	`693`	`</ul>`
`694`	`694`
	`695`	`+ Jupyter notebooks:`
	`696`	`+<ul>`
	`697`	`+<li><ahref="https://github.com/sbu-python-class/python-science/blob/master/lectures/11-machine-learning/keras-mnist.ipynb">github link</a>, raw file:<ahref="https://raw.githubusercontent.com/sbu-python-class/python-science/master/lectures/11-machine-learning/keras-mnist.ipynb">keras-mnist.ipynb</a></li>`
	`698`	`+</ul>`
	`699`	`+`
`695`	`700`	`Examples:`
`696`	`701`	`<ul>`
`697`	`702`	`<li>steepest (gradient) descent:<ahref="https://github.com/sbu-python-class/python-science/blob/master/examples/machine-learning/steepest_descent/steepest_descent.py">steepest_descent.py</a></li>`

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