{"id":247,"date":"2020-12-03T22:16:37","date_gmt":"2020-12-03T22:16:37","guid":{"rendered":"http:\/\/laserphotonics.uk\/?p=247"},"modified":"2020-12-04T15:27:10","modified_gmt":"2020-12-04T15:27:10","slug":"ai-resource","status":"publish","type":"post","link":"https:\/\/laserphotonics.uk\/?p=247","title":{"rendered":"AI  and deep learning resource"},"content":{"rendered":"\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=inN8seMm7UI&amp;list=PLQY2H8rRoyvyK5aEDAI3wUUqC_F0oEroL\">TensorFlow in Google Colaboratory<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=KNAWp2S3w94\">Intro to Machine Learning (ML Zero to Hero &#8211; Part 1)<\/a><\/p>\n\n\n\n<pre class=\"wp-block-preformatted\"> #&nbsp;simple&nbsp;neural&nbsp;network&nbsp;code&nbsp;example&nbsp;on&nbsp;Colab\nimport&nbsp;tensorflow&nbsp;as&nbsp;tf\nfrom&nbsp;tensorflow&nbsp;import&nbsp;keras\nimport&nbsp;numpy&nbsp;as&nbsp;np\n\nmodel&nbsp;=&nbsp;keras.Sequential([keras.layers.Dense(units=1,input_shape=[1])])\nmodel.compile(optimizer='sgd',loss=keras.losses.MeanSquaredError())\n\nxs&nbsp;=&nbsp;np.array([-1.0,0.0,1.0,2.0,3.0,4.0],dtype=float)\nys&nbsp;=&nbsp;np.array([-3.0,-1.0,1.0,3.0,5.0,7.0],dtype=float)\n\nmodel.fit(xs,&nbsp;ys,&nbsp;epochs=500)\n\nprint(model.predict([10.0])) \n<\/pre>\n\n\n\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=KNAWp2S3w94&amp;list=PLZKsYDC2S5rM6yKBs5ParXS6RWda6iAnK\"><\/a><a href=\"https:\/\/www.youtube.com\/watch?v=KNAWp2S3w94&amp;list=PLZKsYDC2S5rM6yKBs5ParXS6RWda6iAnK\">Tensor Flow Machine Learning Zero To Hero<\/a><a href=\"https:\/\/www.youtube.com\/watch?v=KNAWp2S3w94&amp;list=PLZKsYDC2S5rM6yKBs5ParXS6RWda6iAnK\"><\/a><a href=\"https:\/\/www.youtube.com\/watch?v=KNAWp2S3w94&amp;list=PLZKsYDC2S5rM6yKBs5ParXS6RWda6iAnK\"><\/a><a href=\"https:\/\/www.youtube.com\/user\/TheFireblitz\">TheFireblitz<\/a><br><\/p>\n","protected":false},"excerpt":{"rendered":"<p>TensorFlow in Google Colaboratory Intro to Machine Learning (ML Zero to Hero &#8211; Part 1) #&nbsp;simple&nbsp;neural&nbsp;network&nbsp;code&nbsp;example&nbsp;on&nbsp;Colab import&nbsp;tensorflow&nbsp;as&nbsp;tf from&nbsp;tensorflow&nbsp;import&nbsp;keras import&nbsp;numpy&nbsp;as&nbsp;np model&nbsp;=&nbsp;keras.Sequential([keras.layers.Dense(units=1,input_shape=[1])]) model.compile(optimizer=&#8217;sgd&#8217;,loss=keras.losses.MeanSquaredError()) xs&nbsp;=&nbsp;np.array([-1.0,0.0,1.0,2.0,3.0,4.0],dtype=float) ys&nbsp;=&nbsp;np.array([-3.0,-1.0,1.0,3.0,5.0,7.0],dtype=float) model.fit(xs,&nbsp;ys,&nbsp;epochs=500) print(model.predict([10.0])) Tensor Flow Machine Learning Zero To HeroTheFireblitz<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[1],"tags":[],"_links":{"self":[{"href":"https:\/\/laserphotonics.uk\/index.php?rest_route=\/wp\/v2\/posts\/247"}],"collection":[{"href":"https:\/\/laserphotonics.uk\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/laserphotonics.uk\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/laserphotonics.uk\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/laserphotonics.uk\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=247"}],"version-history":[{"count":3,"href":"https:\/\/laserphotonics.uk\/index.php?rest_route=\/wp\/v2\/posts\/247\/revisions"}],"predecessor-version":[{"id":251,"href":"https:\/\/laserphotonics.uk\/index.php?rest_route=\/wp\/v2\/posts\/247\/revisions\/251"}],"wp:attachment":[{"href":"https:\/\/laserphotonics.uk\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=247"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/laserphotonics.uk\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=247"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/laserphotonics.uk\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=247"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}