diff --git a/03ConvolutionNeuralNetworks.ipynb b/03ConvolutionNeuralNetworks.ipynb index 5e41b3a67a7b786dfab15605b590910884c7d025..d93048a5b757735c8ebfe8dcf60aa86d54ad300a 100644 --- a/03ConvolutionNeuralNetworks.ipynb +++ b/03ConvolutionNeuralNetworks.ipynb @@ -856,6 +856,13 @@ "plt.show()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "[Deeplizard Convolution Demo](https://deeplizard.com/resource/pavq7noze2?utm)" + ] + }, { "cell_type": "markdown", "metadata": { diff --git a/03KerasMLPandCNNcifar.ipynb b/03KerasMLPandCNNcifar.ipynb index 2212dc2eab50101ec8cdb5685d12d0654f4fd8d6..15bf31687414e943c8f2ab70e26d4086fc834d38 100644 --- a/03KerasMLPandCNNcifar.ipynb +++ b/03KerasMLPandCNNcifar.ipynb @@ -38,7 +38,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -48,7 +48,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -58,7 +58,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 19, "metadata": { "slideshow": { "slide_type": "slide" @@ -81,7 +81,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -90,7 +90,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -111,7 +111,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 22, "metadata": { "slideshow": { "slide_type": "skip" @@ -138,7 +138,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -150,7 +150,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -174,7 +174,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -183,7 +183,7 @@ "False" ] }, - "execution_count": 38, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -207,7 +207,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 26, "metadata": { "slideshow": { "slide_type": "fragment" @@ -220,7 +220,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 27, "metadata": { "slideshow": { "slide_type": "fragment" @@ -256,7 +256,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 28, "metadata": { "slideshow": { "slide_type": "fragment" @@ -265,12 +265,14 @@ "outputs": [ { "data": { - "image/png": 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", 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\n", "text/plain": [ - "<Figure size 600x600 with 9 Axes>" + "<Figure size 432x432 with 9 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -301,7 +303,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 29, "metadata": { "slideshow": { "slide_type": "fragment" @@ -328,7 +330,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 30, "metadata": { "slideshow": { "slide_type": "fragment" @@ -368,7 +370,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 31, "metadata": { "scrolled": true, "slideshow": { @@ -430,7 +432,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 32, "metadata": { "scrolled": true, "slideshow": { @@ -446,11 +448,11 @@ "_________________________________________________________________\n", " Layer (type) Output Shape Param # \n", "=================================================================\n", - " flatten_1 (Flatten) (None, 3072) 0 \n", + " flatten (Flatten) (None, 3072) 0 \n", " \n", - " dense_2 (Dense) (None, 512) 1573376 \n", + " dense (Dense) (None, 512) 1573376 \n", " \n", - " dense_3 (Dense) (None, 10) 5130 \n", + " dense_1 (Dense) (None, 10) 5130 \n", " \n", "=================================================================\n", "Total params: 1,578,506\n", @@ -458,6 +460,14 @@ "Non-trainable params: 0\n", "_________________________________________________________________\n" ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2023-11-10 08:26:13.572844: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA\n", + "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n" + ] } ], "source": [ @@ -485,7 +495,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 33, "metadata": { "slideshow": { "slide_type": "fragment" @@ -496,17 +506,17 @@ "name": "stdout", "output_type": "stream", "text": [ - "Model: \"model_1\"\n", + "Model: \"model\"\n", "_________________________________________________________________\n", " Layer (type) Output Shape Param # \n", "=================================================================\n", - " input_2 (InputLayer) [(None, 32, 32, 3)] 0 \n", + " input_1 (InputLayer) [(None, 32, 32, 3)] 0 \n", " \n", - " flatten_2 (Flatten) (None, 3072) 0 \n", + " flatten_1 (Flatten) (None, 3072) 0 \n", " \n", - " dense_4 (Dense) (None, 512) 1573376 \n", + " dense_2 (Dense) (None, 512) 1573376 \n", " \n", - " dense_5 (Dense) (None, 10) 5130 \n", + " dense_3 (Dense) (None, 10) 5130 \n", " \n", "=================================================================\n", "Total params: 1,578,506\n", @@ -540,7 +550,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 34, "metadata": { "slideshow": { "slide_type": "fragment" @@ -570,7 +580,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 35, "metadata": { "slideshow": { "slide_type": "fragment" @@ -608,7 +618,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 36, "metadata": { "slideshow": { "slide_type": "fragment" @@ -625,7 +635,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 37, "metadata": { "slideshow": { "slide_type": "slide" @@ -634,9 +644,9 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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\n", "text/plain": [ - "<Figure size 640x480 with 1 Axes>" + "<Figure size 432x288 with 1 Axes>" ] }, "metadata": {}, @@ -664,14 +674,14 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 38, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Accuracy on Training Data : 50.73%\n" + "Accuracy on Training Data : 51.38%\n" ] } ], @@ -682,7 +692,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 39, "metadata": { "slideshow": { "slide_type": "slide" @@ -693,7 +703,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Accuracy on Test Data: 48.01%\n" + "Accuracy on Test Data: 49.19%\n" ] } ], @@ -1393,7 +1403,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.13" + "version": "3.9.7" }, "nav_menu": {}, "toc": { diff --git a/models/dense512/keras_metadata.pb b/models/dense512/keras_metadata.pb new file mode 100644 index 0000000000000000000000000000000000000000..1487d9295fa18c41412c8fabb598d092c9278d39 --- /dev/null +++ b/models/dense512/keras_metadata.pb @@ -0,0 +1,7 @@ + +î!root"_tf_keras_sequential*É!{"name": "sequential", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": false, "class_name": "Sequential", "config": {"name": "sequential", "layers": [{"class_name": "InputLayer", "config": {"batch_input_shape": {"class_name": "__tuple__", "items": [null, 32, 32, 3]}, "dtype": "float32", "sparse": false, "ragged": false, "name": "flatten_input"}}, {"class_name": "Flatten", "config": {"name": "flatten", "trainable": true, "batch_input_shape": {"class_name": "__tuple__", "items": [null, 32, 32, 3]}, "dtype": "float32", "data_format": "channels_last"}}, {"class_name": "Dense", "config": {"name": "dense", "trainable": true, "dtype": "float32", "units": 512, "activation": 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