{"id":2730,"date":"2019-07-28T19:14:49","date_gmt":"2019-07-28T19:14:49","guid":{"rendered":"https:\/\/touhidapps.com\/learn\/?p=71"},"modified":"2024-04-07T13:39:45","modified_gmt":"2024-04-07T07:39:45","slug":"train-data-with-tensorflow-2-0-convert-to-tflite","status":"publish","type":"post","link":"https:\/\/touhidapps.com\/learn\/train-data-with-tensorflow-2-0-convert-to-tflite\/","title":{"rendered":"Recognize Image with TensorFlow 2.0 on Android &#8211; Part 1 of 2 &#8211; \u099f\u09c7\u09a8\u09b8\u09b0\u09ab\u09cd\u09b2\u09cb \u09ac\u09be\u0982\u09b2\u09be"},"content":{"rendered":"\n<p class=\"has-text-align-center\">Part 1 : Train data with TensorFlow 2.0 &amp; Convert to tflite model<\/p>\n\n\n\n<p class=\"has-text-align-center\">\u099f\u09c7\u09a8\u09b8\u09b0\u09ab\u09cd\u09b2\u09cb \u09a6\u09bf\u09af\u09bc\u09c7 \u09a1\u09c7\u099f\u09be \u099f\u09cd\u09b0\u09c7\u09a8\u09bf\u0982 \u0995\u09b0\u09be \u098f\u09ac\u0982 tflite model \u098f \u0995\u09a8\u09ad\u09be\u09b0\u09cd\u099f \u0995\u09b0\u09be<\/p>\n\n\n\n<p>\u099f\u09c7\u09a8\u09b8\u09b0\u09ab\u09cd\u09b2\u09cb \u09b9\u09b2\u09cb \u09ae\u09c7\u09b6\u09bf\u09a8 \u09b2\u09be\u09b0\u09a8\u09bf\u0982 \u09ab\u09cd\u09b0\u09c7\u09ae\u0993\u09df\u09be\u09b0\u09cd\u0995, \u098f\u099f\u09be \u09a6\u09bf\u09df\u09c7 \u0986\u09ae\u09b0\u09be \u09ae\u09cb\u09ac\u09be\u0987\u09b2 \u098f\u09cd\u09af\u09be\u09aa\u09c7 \u0987\u09ae\u09c7\u099c \u09b0\u09bf\u0995\u0997\u09a8\u09bf\u09b6\u09a8 \u0995\u09b0\u09ac\u0964 \u0989\u09a6\u09be\u09b9\u09b0\u09a3\u09c7 \u0986\u09ae\u09bf \u09ae\u09cd\u09af\u09be\u0995 \u09ac\u09cd\u09af\u09ac\u09b9\u09be\u09b0 \u0995\u09b0\u09c7\u099b\u09bf\u0964 \u09ae\u09cd\u09af\u09be\u0995 \u09a8\u09be \u09a5\u09be\u0995\u09b2\u09c7 \u0989\u09ac\u09c1\u09a8\u09cd\u099f\u09c1 \u09ac\u09cd\u09af\u09ac\u09b9\u09be\u09b0 \u0995\u09b0\u09a4\u09c7 \u09aa\u09be\u09b0\u09c7\u09a8\u0964 \u09a4\u09ac\u09c7 \u0986\u09ae\u09bf \u0989\u09ac\u09c1\u09a8\u09cd\u099f\u09c1\u09a4\u09c7 \u0995\u09ae\u09be\u09a8\u09cd\u09a1\u0997\u09c1\u09b2\u09cb \u099f\u09c7\u09b8\u09cd\u099f \u0995\u09b0\u09bf\u09a8\u09bf\u0964<\/p>\n\n\n\n<p>\u0986\u09ae\u09be\u09a6\u09c7\u09b0 \u09b9\u09cb\u09ae\u09ac\u09cd\u09b0\u09c1 \u09aa\u09cd\u09af\u09be\u0995\u09c7\u099c \u09ae\u09cd\u09af\u09be\u09a8\u09c7\u099c\u09be\u09b0 \u09b2\u09be\u0997\u09ac\u09c7 \u09af\u09be\u09a4\u09c7 \u09b8\u09b9\u099c\u09c7\u0987 \u09aa\u09be\u0987\u09a5\u09a8 \u0987\u09a8\u09b8\u09cd\u099f\u09b2 \u0995\u09b0\u09a4\u09c7 \u09aa\u09be\u09b0\u09bf\u0964<\/p>\n\n\n\n<p>\u099f\u09be\u09b0\u09cd\u09ae\u09bf\u09a8\u09be\u09b2 \u0993\u09aa\u09c7\u09a8 \u0995\u09b0\u09c7-<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">$ brew -v<\/pre>\n\n\n\n<p>\u09b2\u09bf\u0996\u09c7 \u098f\u09a8\u09cd\u099f\u09be\u09b0 \u099a\u09be\u09aa\u09b2\u09c7 \u09b9\u09cb\u09ae\u09ac\u09cd\u09b0\u09c1 \u098f\u09b0 \u09ad\u09be\u09b0\u09cd\u09b8\u09a8 \u09a6\u09c7\u0996\u09be\u09ac\u09c7\u0964 \u0986\u09b0 \u0987\u09a8\u09b8\u09cd\u099f\u09b2 \u0995\u09b0\u09be \u09a8\u09be \u09a5\u09be\u0995\u09b2\u09c7 \u09a8\u09bf\u099a\u09c7\u09b0 \u09b2\u09bf\u0982\u0995 \u09a5\u09c7\u0995\u09c7 \u0987\u09a8\u09b8\u09cd\u099f\u09b2 \u0995\u09b0\u09c7 \u09a8\u09bf\u09a8\u0964<\/p>\n\n\n\n<p>Install home brew:&nbsp; from here:&nbsp; <a href=\"https:\/\/brew.sh\/\">https:\/\/brew.sh\/<\/a><\/p>\n\n\n\n<p>\u098f\u09ac\u09be\u09b0 \u09ad\u09be\u09b0\u09cd\u09b8\u09a8 \u099a\u09c7\u0995 \u0995\u09b0\u09c7 \u09a6\u09c7\u0996\u09c1\u09a8, \u0987\u09a8\u09b8\u09cd\u099f\u09b2 \u09b9\u09b2\u09c7 \u09ad\u09be\u09b0\u09cd\u09b8\u09a8 \u09a6\u09c7\u0996\u09be\u09ac\u09c7\u0964<\/p>\n\n\n\n<p>\u098f\u09b0\u09aa\u09b0 <\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">$ python3 --version<\/pre>\n\n\n\n<p>\u09b2\u09bf\u0996\u09c7 \u098f\u09a8\u09cd\u099f\u09be\u09b0 \u099a\u09be\u09aa\u09c1\u09a8\u0964 \u0987\u09a8\u09b8\u09cd\u099f\u09b2 \u0995\u09b0\u09be \u09a8\u09be \u09a5\u09be\u0995\u09b2\u09c7 \u0985\u09a5\u09ac\u09be 3.6 \u09af\u09a6\u09bf \u09a8\u09be \u09a5\u09be\u0995\u09c7 \u09a4\u09ac\u09c7 3.6 \u0987\u09a8\u09b8\u09cd\u099f\u09b2 \u0995\u09b0\u09a4\u09c7 \u09b9\u09ac\u09c7\u0964 \u09b6\u09c1\u09a7\u09c1 3.7 \u09b9\u09b2\u09c7 \u09b9\u09ac\u09c7 \u09a8\u09be\u0964<\/p>\n\n\n\n<p>\u09aa\u09cd\u09b0\u09a5\u09ae\u09c7 \u09aa\u09be\u0987\u09a5\u09a8\u09c7\u09b0 \u09b2\u09c7\u099f\u09c7\u09b8\u09cd\u099f \u09ad\u09be\u09b0\u09cd\u09b8\u09a8\u099f\u09be \u0987\u09a8\u09b8\u09cd\u099f\u09b2 \u0995\u09b0\u09c7 \u09a8\u09bf\u09a4\u09c7 \u09b9\u09ac\u09c7 \u0995\u09be\u09b0\u09a8 pip3 \u0986\u09ae\u09be\u09a6\u09c7\u09b0 \u09b2\u09be\u0997\u09ac\u09c7\u0964 \u09aa\u09be\u0987\u09a5\u09a8 3.7 \u098f pip3 \u0986\u099b\u09c7\u0964<\/p>\n\n\n\n<p>\u09a8\u09bf\u099a\u09c7\u09b0 \u0995\u09ae\u09be\u09a8\u09cd\u09a1 \u0997\u09c1\u09b2\u09cb \u09b0\u09be\u09a8 \u0995\u09b0\u09c1\u09a8:<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\"> $ brew install python3\n $ brew postinstall python3 <\/pre>\n\n\n\n<p>\u098f\u0996\u09a8 \u09a8\u09bf\u099a\u09c7\u09b0 \u0995\u09ae\u09be\u09a8\u09cd\u09a1 \u09a6\u09bf\u09a8 \u09af\u09be\u09a4\u09c7 \u09b2\u09c7\u099f\u09c7\u09b8\u09cd\u099f \u09aa\u09be\u0987\u09a5\u09a8\u09c7\u09b0 \u09ac\u09cd\u09af\u09ac\u09b9\u09be\u09b0 \u09ac\u09a8\u09cd\u09a7 \u09a5\u09be\u0995\u09c7:<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">$ brew unlink python<\/pre>\n\n\n\n<p>\u098f\u09ac\u09be\u09b0 3.6.* \u0987\u09a8\u09b8\u09cd\u099f\u09b2 \u0995\u09b0\u09c1\u09a8 \u09a8\u09bf\u099a\u09c7\u09b0 \u0995\u09ae\u09be\u09a8\u09cd\u09a1 \u09a6\u09bf\u09af\u09bc\u09c7: \u09b8\u09b9\u09be\u09af\u09bc\u0995 \u09b2\u09bf\u0982\u0995: <a href=\"https:\/\/stackoverflow.com\/a\/51125014\/1135424\">install python 3.6.5<\/a><\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">$ brew install --ignore-dependencies <a href=\"https:\/\/raw.githubusercontent.com\/Homebrew\/homebrew-core\/f2a764ef944b1080be64bd88dca9a1d80130c558\/Formula\/python.rb\">https:\/\/raw.githubusercontent.com\/Homebrew\/homebrew-core\/f2a764ef944b1080be64bd88dca9a1d80130c558\/Formula\/python.rb<\/a><\/pre>\n\n\n\n<p><strong>\u0995\u09be\u099c \u09b6\u09c7\u09b7\u09c7 \u0986\u09ac\u09be\u09b0 \u09b2\u09c7\u099f\u09c7\u09b8\u09cd\u099f \u09ad\u09be\u09b0\u09cd\u09b8\u09a8\u09c7 \u09ab\u09c7\u09b0\u09a4 \u09af\u09c7\u09a4\u09c7; \u098f\u0996\u09a8 \u098f\u099f\u09be \u09b0\u09be\u09a8 \u0995\u09b0\u09ac\u09c7\u09a8 \u09a8\u09be:<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">$ brew switch python 3.7.0<\/pre>\n\n\n\n<p>\u0986\u09ac\u09be\u09b0 \u09e9.\u09ec \u09ad\u09be\u09b0\u09cd\u09b8\u09a8 \u09aa\u09c7\u09a4\u09c7 \u0989\u09aa\u09b0\u09c7\u09b0 \u0995\u09ae\u09be\u09a8\u09cd\u09a1 \u09b0\u09be\u09a8 \u09a8\u09be \u0995\u09b0\u09be\u09b2\u09c7 \u098f\u099f\u09be \u09b0\u09be\u09a8 \u0995\u09b0\u09be\u09b0 \u09a6\u09b0\u0995\u09be\u09b0 \u09a8\u09c7\u0987:<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">$ brew switch python 3.6.5_1<\/pre>\n\n\n\n<p>\u09e9.\u09ec \u09ad\u09be\u09b0\u09cd\u09b8\u09a8\u099f\u09bf \u0986\u09ae\u09be\u09a6\u09c7\u09b0 \u09b2\u09be\u0997\u09ac\u09c7\u0964<\/p>\n\n\n\n<p>\u09a4\u09be\u09b0\u09aa\u09b0 \u099f\u09c7\u09a8\u09b8\u09b0\u09ab\u09cd\u09b2\u09cb \u09e8.\u09e6 \u0987\u09a8\u09b8\u09cd\u099f\u09b2 \u0995\u09b0\u09a4\u09c7 \u09a8\u09bf\u099a\u09c7\u09b0 \u0995\u09ae\u09be\u09a8\u09cd\u09a1 \u09a6\u09bf\u09a8:<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">$ pip3 install tensorflow==2.0.0-beta1&nbsp;<\/pre>\n\n\n\n<p>\u09ad\u09bf\u099c\u09c1\u09af\u09bc\u09be\u09b2 \u09a4\u09a5\u09cd\u09af \u09a6\u09c7\u0996\u09be\u09b0 \u099c\u09a8\u09cd\u09af \u09aa\u09be\u0987\u09a5\u09a8\u09c7\u09b0 \u09aa\u09cd\u09b2\u099f\u09bf\u0982 \u09b2\u09be\u0987\u09ac\u09cd\u09b0\u09c7\u09b0\u09bf \u0987\u09a8\u09b8\u09cd\u099f\u09b2 \u0995\u09b0\u09a4\u09c7 \u09a8\u09bf\u099a\u09c7\u09b0 \u0995\u09ae\u09be\u09a8\u09cd\u09a1 \u09a6\u09bf\u09a8:<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">$ python3 -m pip install matplotlib<\/pre>\n\n\n\n<p>\u0986\u09ae\u09be\u09a6\u09c7\u09b0 \u09aa\u09be\u0987\u09a5\u09a8\u09c7\u09b0 \u09aa\u09bf\u09b2\u09cb \u09b2\u09be\u0987\u09ac\u09cd\u09b0\u09c7\u09b0\u09bf \u09b2\u09be\u0997\u09ac\u09c7:<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">$ pip3 install pillow<\/pre>\n\n\n\n<p>\u09aa\u09bf\u09b2\u09cb \u09ad\u09be\u09b0\u09cd\u09b8\u09a8 \u09a6\u09c7\u0996\u09a4\u09c7 \u09aa\u09be\u0987\u09a5\u09a8 \u09b0\u09be\u09a8 \u0995\u09b0\u09c7 \u09ad\u09be\u09b0\u09cd\u09b8\u09a8 \u09a6\u09c7\u0996\u09a4\u09c7 \u09aa\u09be\u09b0\u09c7\u09a8:<\/p>\n\n\n\n<p>Pillow Version:<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\"> python3\n &gt;&gt;&gt; print(PIL.__version__) <\/pre>\n\n\n\n<p>\u09b8\u09bf\u09ae\u09cd\u09ac\u09b2\u09bf\u0995 \u09ae\u09cd\u09af\u09be\u09a5\u09ae\u09c7\u099f\u09bf\u0995\u09cd\u09b8 \u098f\u09b0 \u09aa\u09be\u0987\u09a5\u09a8 \u09b2\u09be\u0987\u09ac\u09cd\u09b0\u09c7\u09b0\u09bf (sympy) \u0987\u09a8\u09b8\u09cd\u099f\u09b2\u09c7\u09b0 \u099c\u09a8\u09cd\u09af:<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">$ python3 -m pip install --user numpy scipy matplotlib ipython jupyter pandas sympy nose<\/pre>\n\n\n\n<p>\u098f\u09ac\u09be\u09b0 \u0986\u09ae\u09be\u09a6\u09c7\u09b0 \u09b2\u09be\u0997\u09ac\u09c7 \u099c\u09c1\u09aa\u09bf\u099f\u09be\u09b0 \u09a8\u09cb\u099f\u09ac\u09c1\u0995 &#8211; \u098f\u099f\u09bf \u09ac\u09cd\u09b0\u09be\u0989\u099c\u09be\u09b0 \u09ad\u09bf\u09a4\u09cd\u09a4\u09bf\u0995 \u0995\u09cb\u09a1 \u098f\u09a1\u09bf\u099f\u09b0:<\/p>\n\n\n\n<p>\u098f\u099f\u09be \u0987\u09a8\u09b8\u09cd\u099f\u09b2 \u0995\u09b0\u09a4\u09c7 \u09a8\u09bf\u099a\u09c7\u09b0 \u0995\u09ae\u09be\u09a8\u09cd\u09a1 \u099a\u09be\u09aa\u09c1\u09a8:<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">$ pip install jupyterlab<\/pre>\n\n\n\n<p>\u099c\u09c1\u09aa\u09bf\u099f\u09be\u09b0 \u099a\u09be\u09b2\u09be\u09a8\u09cb\u09b0 \u0986\u0997\u09c7 \u0986\u09ae\u09be\u09a6\u09c7\u09b0 \u098f\u0995\u099f\u09bf \u09ab\u09be\u0987\u09b2 \u09b2\u09be\u0997\u09ac\u09c7 \u09af\u09be \u09a8\u09bf\u099a\u09c7\u09b0 \u09b2\u09bf\u0982\u0995 \u09a5\u09c7\u0995\u09c7 \u09a8\u09be\u09ae\u09bf\u09af\u09bc\u09c7 \u09a8\u09bf\u09a8:<\/p>\n\n\n\n<p>\u0997\u09bf\u099f \u09b2\u09bf\u0982\u0995 &#8211; <\/p>\n\n\n\n<pre class=\"wp-block-preformatted\"><a href=\"https:\/\/raw.githubusercontent.com\/TouhidApps\/Machine-Learning-And-Deep-Learning\/master\/Tensorflow-Image-Training-tflite\/TFLiteImageTraining.ipynb\">https:\/\/raw.githubusercontent.com\/TouhidApps\/Machine-Learning-And-Deep-Learning\/master\/Tensorflow-Image-Training-tflite\/TFLiteImageTraining.ipynb<\/a><\/pre>\n\n\n\n<p>\u09ab\u09be\u0987\u09b2\u099f\u09bf\u09b0 \u098f\u0995\u09cd\u09b8\u099f\u09c7\u09a8\u09cd\u09b6\u09a8 \u09b9\u09b2\u09cb .<strong>ipynb<\/strong> (<strong>IPy<\/strong>thon <strong>N<\/strong>ote<strong>b<\/strong>ook) \u09af\u09be \u099c\u09c1\u09aa\u09bf\u099f\u09be\u09b0\u09c7\u09b0 \u09ab\u09be\u0987\u09b2\u0964<\/p>\n\n\n\n<p>\u09ab\u09be\u0987\u09b2\u099f\u09bf \u09aa\u099b\u09a8\u09cd\u09a6\u09ae\u09a4 \u0995\u09cb\u09a8 \u09ab\u09cb\u09b2\u09cd\u09a1\u09be\u09b0\u09c7 \u09b0\u09be\u0996\u09c1\u09a8 \u09af\u09c7\u0996\u09be\u09a8 \u09ab\u09be\u0987\u09b2\u099f\u09bf \u09a8\u09bf\u09af\u09bc\u09c7 \u0995\u09be\u099c \u0995\u09b0\u09a4\u09c7 \u099a\u09be\u09a8, \u09a1\u09be\u0989\u09a8\u09b2\u09cb\u09a1, \u09a1\u0995\u09c1\u09ae\u09c7\u09a8\u09cd\u099f \u0985\u09a5\u09ac\u09be \u09a1\u09c7\u09b8\u09cd\u0995\u099f\u09aa\u09c7 \u098f\u0995\u099f\u09bf \u09ab\u09cb\u09b2\u09cd\u09a1\u09be\u09b0 \u0995\u09b0\u09c7 \u09a8\u09bf\u09a8 \u0986\u09b0 \u09a4\u09be\u09a4\u09c7 \u09a1\u09be\u0989\u09a8\u09b2\u09cb\u09a1 \u0995\u09b0\u09be \u09ab\u09be\u0987\u09b2\u099f\u09bf \u09b0\u09be\u0996\u09c1\u09a8\u0964<\/p>\n\n\n\n<p>\u098f\u09ac\u09be\u09b0 \u099c\u09c1\u09aa\u09bf\u099f\u09be\u09b0 \u0993\u09aa\u09c7\u09a8 \u0995\u09b0\u09c1\u09a8 \u09a8\u09bf\u099a\u09c7\u09b0 \u0995\u09ae\u09be\u09a8\u09cd\u09a1 \u09a6\u09bf\u09af\u09bc\u09c7:<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">$ jupyter-notebook<\/pre>\n\n\n\n<p>\u0995\u09ae\u09be\u09a8\u09cd\u09a1 \u09a6\u09c7\u09af\u09bc\u09be\u09b0 \u09aa\u09b0 \u09ac\u09cd\u09b0\u09be\u0989\u099c\u09be\u09b0\u09c7 \u0993\u09aa\u09c7\u09a8 \u09b9\u09ac\u09c7, \u0989\u09aa\u09b0\u09c7 \u09a1\u09be\u09a8\u09a6\u09bf\u0995\u09c7 New \u09ae\u09c7\u09a8\u09c1\u09a4\u09c7 \u0995\u09cd\u09b2\u09bf\u0995 \u0995\u09b0\u09c7 \u09a6\u09c7\u0996\u09c1\u09a8 Python 3 \u0986\u099b\u09c7 \u0995\u09bf\u09a8\u09be\u0964 \u09a8\u09be \u09a5\u09be\u0995\u09b2\u09c7 \u09a8\u09bf\u099a\u09c7\u09b0 \u0995\u09ae\u09be\u09a8\u09cd\u09a1 \u09a6\u09bf\u09a8 \u09a5\u09be\u0995\u09b2\u09c7 \u09aa\u09b0\u09c7\u09b0 \u09a7\u09be\u09aa\u09c7 \u099a\u09b2\u09c7 \u09af\u09be\u09a8:<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\"> $ python3 -m pip install ipykernel\n $ python3 -m ipykernel install --user<\/pre>\n\n\n\n<p>\u09ac\u09cd\u09b0\u09be\u0989\u099c\u09be\u09b0\u09c7 \u099c\u09c1\u09aa\u09bf\u099f\u09be\u09b0\u09c7\u09b0 \u09ad\u09bf\u09a4\u09b0\u09c7 \u09ab\u09cb\u09b2\u09cd\u09a1\u09be\u09b0\u09c7\u09b0 \u09b2\u09bf\u09b8\u09cd\u099f \u09a6\u09c7\u0996\u09be\u09ac\u09c7 \u09b8\u09c7\u0996\u09be\u09a8 \u09a5\u09c7\u0995\u09c7 \u09a1\u09be\u0989\u09a8\u09b2\u09cb\u09a1 \u0995\u09b0\u09be .<strong>ipynb<\/strong> \u09ab\u09be\u0987\u09b2\u099f\u09bf \u0993\u09aa\u09c7\u09a8 \u0995\u09b0\u09c1\u09a8\u0964<\/p>\n\n\n\n<p>\u0989\u09aa\u09b0\u09c7\u09b0 \u09a1\u09be\u09a8 \u0995\u09cb\u09a8\u09be\u09af\u09bc Python 3 \u0986\u099b\u09c7 \u0995\u09bf \u09a8\u09be \u09a8\u09bf\u09b6\u09cd\u099a\u09bf\u09a4 \u09b9\u09af\u09bc\u09c7 \u09a8\u09bf\u09a8\u0964 \u09a8\u09be \u09a5\u09be\u0995\u09b2\u09c7 \u09ac\u09be Python 2 \u09a5\u09be\u0995\u09b2\u09c7 \u09a8\u09a4\u09c1\u09a8 \u09ab\u09be\u0987\u09b2 \u09a8\u09bf\u09a8: File -&gt; New Notebook -&gt; Python 3<\/p>\n\n\n\n<p>\u09a8\u09a4\u09c1\u09a8 \u09ab\u09be\u0987\u09b2\u09c7 \u09b8\u09ac \u0995\u09cb\u09a1 \u0995\u09aa\u09bf \u09aa\u09c7\u09b7\u09cd\u099f \u0995\u09b0\u09c1\u09a8\u0964<\/p>\n\n\n\n<p>\u098f\u09ac\u09be\u09b0 \u099f\u09c1\u09b2 \u09ac\u09be\u09b0\u09c7\u09b0 \u09b0\u09be\u09a8 \u0986\u0987\u0995\u09a8\u09c7 \u0995\u09cd\u09b2\u09bf\u0995 \u0995\u09b0\u09c7 \u09b0\u09be\u09a8 \u0995\u09b0\u09c1\u09a8\u0964<\/p>\n\n\n\n<p>\u09b0\u09be\u09a8 \u09a6\u09c7\u09af\u09bc\u09be\u09b0 \u09aa\u09b0 \u09af\u09a6\u09bf \u09a6\u09b0\u0995\u09be\u09b0\u09bf \u0995\u09cb\u09a8 \u09b2\u09be\u0987\u09ac\u09cd\u09b0\u09c7\u09b0\u09bf \u0987\u09a8\u09b8\u09cd\u099f\u09b2 \u09a8\u09be \u09a5\u09be\u0995\u09c7 \u09a4\u09ac\u09c7 \u09a4\u09be \u09a6\u09c7\u0996\u09be\u09ac\u09c7\u0964<\/p>\n\n\n\n<p>\u0987\u09b0\u09b0 \u09a8\u09be \u09a5\u09be\u0995\u09b2\u09c7 \u0997\u09c1\u0997\u09b2\u09c7\u09b0 \u09b8\u09be\u09b0\u09cd\u09ad\u09be\u09b0 \u09a5\u09c7\u0995\u09c7 \u0995\u09bf\u099b\u09c1 \u0995\u09ae\u09cd\u09aa\u09cd\u09b0\u09c7\u09b8 \u0995\u09b0\u09be \u0987\u09ae\u09c7\u099c \u09ab\u09be\u0987\u09b2 \u09a1\u09be\u0989\u09a8\u09b2\u09cb\u09a1 \u0995\u09b0\u09ac\u09c7 \u098f\u09ac\u0982 \u09a4\u09be \u098f\u0995\u09cd\u09b8\u099f\u09cd\u09b0\u09be\u0995\u09cd\u099f \u0995\u09b0\u09ac\u09c7\u0964<\/p>\n\n\n\n<p>\u09ab\u09be\u0987\u09b2\u0997\u09c1\u09b2\u09cb \u09ac\u09bf\u09ad\u09bf\u09a8\u09cd\u09a8 \u09ab\u09c1\u09b2\u09c7\u09b0 \u09a8\u09be\u09ae\u09c7 \u09ab\u09cb\u09b2\u09cd\u09a1\u09be\u09b0 \u0995\u09b0\u09c7 \u09b0\u09be\u0996\u09be\u0964 \u098f\u0995\u09c7\u0995\u099f\u09be \u09ab\u09cb\u09b2\u09cd\u09a1\u09be\u09b0\u09c7 \u0985\u09a8\u09c7\u0995\u0997\u09c1\u09b2\u09cb \u0995\u09b0\u09c7 \u09ab\u09c1\u09b2\u09c7\u09b0 \u099b\u09ac\u09bf \u09a6\u09c7\u09af\u09bc\u09be\u0964 \u09af\u09c7\u09ae\u09a8: roses \u09ab\u09cb\u09b2\u09cd\u09a1\u09be\u09b0\u09c7 \u0985\u09a8\u09c7\u0995 \u09b0\u0995\u09ae\u09c7\u09b0 \u0997\u09cb\u09b2\u09be\u09aa \u09ab\u09c1\u09b2\u09c7\u09b0 \u099b\u09ac\u09bf \u09b0\u09be\u0996\u09be\u0964<\/p>\n\n\n\n<p>\u09a4\u09be\u09b0\u09aa\u09b0 \u09a4\u09be \u099f\u09cd\u09b0\u09c7\u09a8\u09bf\u0982 \u0995\u09b0\u09be\u09ac\u09c7 \u0986\u09aa\u09a8\u09be\u0995\u09c7 \u09ad\u09bf\u099c\u09c1\u09af\u09bc\u09be\u09b2 \u0995\u09bf\u099b\u09c1 \u09a1\u09be\u099f\u09be \u09a6\u09c7\u0996\u09be\u09ac\u09c7\u0964<\/p>\n\n\n\n<p>\u09b6\u09c7\u09b7\u09c7 tflite \u098f\u0995\u09cd\u09b8\u099f\u09c7\u09a8\u09cd\u09b6\u09a8\u09c7\u09b0 \u098f\u0995\u099f\u09be \u09ab\u09be\u0987\u09b2 (model.tflite) \u09b8\u09c7\u0987 \u09af\u09be\u09af\u09bc\u0997\u09be\u09af\u09bc \u09aa\u09be\u09ac\u09c7\u09a8 \u09af\u09c7\u0996\u09be\u09a8\u09c7 \u0986\u09aa\u09a8\u09bf \u09a1\u09be\u0989\u09a8\u09b2\u09cb\u09a1 \u0995\u09b0\u09be \u099c\u09c1\u09aa\u09bf\u099f\u09be\u09b0 \u09ab\u09be\u0987\u09b2\u099f\u09be(.ipynb) \u09b0\u09c7\u0996\u09c7\u099b\u09bf\u09b2\u09c7\u09a8\u0964<\/p>\n\n\n\n<p>\u0986\u09b0\u09cb \u098f\u0995\u099f\u09be \u09ab\u09be\u0987\u09b2 (labels.txt) \u09aa\u09be\u09ac\u09c7\u09a8 \u09af\u09be\u09a4\u09c7 \u09b8\u09ac \u09a1\u09bf\u09b0\u09c7\u0995\u09cd\u099f\u09b0\u09bf\u0997\u09c1\u09b2\u09cb\u09b0 \u09a8\u09be\u09ae \u0986\u099b\u09c7\u0964<\/p>\n\n\n\n<p>\u098f\u0987 \u09a6\u09c1\u099f\u09bf \u09ab\u09be\u0987\u09b2 \u09a6\u09bf\u09df\u09c7 \u09aa\u09b0\u09c7\u09b0 \u09a7\u09be\u09aa\u09c7 \u0986\u09ae\u09b0\u09be \u098f\u09a8\u09cd\u09a1\u09cd\u09b0\u09df\u09c7\u09a1 \u098f\u09cd\u09af\u09be\u09aa \u09a4\u09c8\u09b0\u09bf \u0995\u09b0\u09ac \u09af\u09be \u0995\u09cd\u09af\u09be\u09ae\u09c7\u09b0\u09be\u09b0 \u09b8\u09be\u09b9\u09be\u09af\u09cd\u09af\u09c7 \u0995\u09cb\u09a8\u099f\u09be \u0995\u09cb\u09a8 \u09ab\u09c1\u09b2\u09c7\u09b0 \u099b\u09ac\u09bf \u09a4\u09be \u09ac\u09c1\u099d\u09a4\u09c7 \u09aa\u09be\u09b0\u09ac\u09c7, \u09af\u09c7\u09b9\u09c7\u09a4\u09c1 \u0989\u09a6\u09be\u09b9\u09b0\u09a3\u09c7 \u0986\u09ae\u09b0\u09be \u0995\u09bf\u099b\u09c1 \u09ab\u09c1\u09b2\u09c7\u09b0 \u099b\u09ac\u09bf \u09ac\u09cd\u09af\u09ac\u09b9\u09be\u09b0 \u0995\u09b0\u09c7\u099b\u09bf\u0964 \u0986\u09aa\u09a8\u09bf \u099a\u09be\u0987\u09b2\u09c7 \u099c\u09c1\u09aa\u09bf\u099f\u09be\u09b0\u09c7 \u0993\u09aa\u09c7\u09a8 \u0995\u09b0\u09be \u09ab\u09be\u0987\u09b2\u09c7\u09b0 \u0995\u09cb\u09a1\u09c7 \u09ab\u09be\u0987\u09b2 \u09a1\u09be\u0989\u09a8\u09b2\u09cb\u09a1 \u0995\u09b0\u09be \u0985\u0982\u09b6\u099f\u09bf \u09ac\u09be\u09a6 \u09a6\u09bf\u09df\u09c7  base_dir \u09a4\u09c7 \u09a8\u09bf\u099c\u09c7\u09b0 \u09a6\u09b0\u0995\u09be\u09b0 \u09ae\u09a4 \u0987\u09ae\u09c7\u099c \u09a1\u09bf\u09b0\u09c7\u0995\u09cd\u099f\u09b0\u09bf \u09a6\u09c7\u0996\u09bf\u09df\u09c7 \u09a6\u09bf\u09a4\u09c7 \u09aa\u09be\u09b0\u09c7\u09a8 \u098f\u09a4\u09c7 \u0986\u09aa\u09a8\u09be\u09b0 \u09aa\u099b\u09a8\u09cd\u09a6\u09ae\u09a4 \u099b\u09ac\u09bf \u099a\u09bf\u09a8\u09a4\u09c7 \u09aa\u09be\u09b0\u09ac\u09c7\u0964<\/p>\n\n\n\n<p>\u09a6\u09cd\u09ac\u09bf\u09a4\u09c0\u09df \u0985\u0982\u09b6 \u09a6\u09c7\u0996\u09c1\u09a8 <a href=\"https:\/\/touhidapps.com\/learn\/index.php\/recognize-image-with-tensorflow-2-0-on-android-part-2-of-2\/\">\u098f\u0996\u09be\u09a8\u09c7<\/a><\/p>\n\n\n\n<p>Reference:<\/p>\n\n\n\n<p><a href=\"https:\/\/colab.research.google.com\/github\/tensorflow\/examples\/blob\/master\/community\/en\/flowers_tf_lite.ipynb#scrollTo=z4gTv7ig2vMh\">https:\/\/colab.research.google.com\/github\/tensorflow\/examples\/blob\/master\/community\/en\/flowers_tf_lite.ipynb#scrollTo=z4gTv7ig2vMh<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/codelabs.developers.google.com\/codelabs\/recognize-flowers-with-tensorflow-on-android\/#0\">https:\/\/codelabs.developers.google.com\/codelabs\/recognize-flowers-with-tensorflow-on-android\/#0<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Part 1 : Train data with TensorFlow 2.0 &amp; Convert to tflite model \u099f\u09c7\u09a8\u09b8\u09b0\u09ab\u09cd\u09b2\u09cb \u09a6\u09bf\u09af\u09bc\u09c7 \u09a1\u09c7\u099f\u09be \u099f\u09cd\u09b0\u09c7\u09a8\u09bf\u0982 \u0995\u09b0\u09be \u098f\u09ac\u0982 tflite model \u098f \u0995\u09a8\u09ad\u09be\u09b0\u09cd\u099f \u0995\u09b0\u09be \u099f\u09c7\u09a8\u09b8\u09b0\u09ab\u09cd\u09b2\u09cb \u09b9\u09b2\u09cb \u09ae\u09c7\u09b6\u09bf\u09a8 \u09b2\u09be\u09b0\u09a8\u09bf\u0982 \u09ab\u09cd\u09b0\u09c7\u09ae\u0993\u09df\u09be\u09b0\u09cd\u0995, \u098f\u099f\u09be \u09a6\u09bf\u09df\u09c7 \u0986\u09ae\u09b0\u09be \u09ae\u09cb\u09ac\u09be\u0987\u09b2 \u098f\u09cd\u09af\u09be\u09aa\u09c7 \u0987\u09ae\u09c7\u099c 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https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Recognize Image with TensorFlow 2.0 on Android - Part 1 of 2 - \u099f\u09c7\u09a8\u09b8\u09b0\u09ab\u09cd\u09b2\u09cb \u09ac\u09be\u0982\u09b2\u09be - Touhid Apps!<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/touhidapps.com\/learn\/train-data-with-tensorflow-2-0-convert-to-tflite\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Recognize Image with TensorFlow 2.0 on Android - Part 1 of 2 - \u099f\u09c7\u09a8\u09b8\u09b0\u09ab\u09cd\u09b2\u09cb \u09ac\u09be\u0982\u09b2\u09be - Touhid Apps!\" \/>\n<meta property=\"og:description\" content=\"Part 1 : Train data with TensorFlow 2.0 &amp; Convert to tflite model \u099f\u09c7\u09a8\u09b8\u09b0\u09ab\u09cd\u09b2\u09cb \u09a6\u09bf\u09af\u09bc\u09c7 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