Salman Ghauri salman-ghauri

Explorer, Traveler, Blogger. Love open source projects and coffee.

salman-ghauri / Tranfer_Learning_Keras_02.py

Created January 16, 2019 07:31 — forked from prakashjayy/Tranfer_Learning_Keras_02.py

Transfer Learning using Keras

	from keras import applications
	from keras.preprocessing.image import ImageDataGenerator
	from keras import optimizers
	from keras.models import Sequential, Model
	from keras.layers import Dropout, Flatten, Dense, GlobalAveragePooling2D
	from keras import backend as k
	from keras.callbacks import ModelCheckpoint, LearningRateScheduler, TensorBoard, EarlyStopping

	img_width, img_height = 256, 256

salman-ghauri / tf_server_export_model.py

Created January 9, 2019 16:09

	import tensorflow as tf

	# Assuming object detection API is available for use
	from object_detection.utils.config_util import create_pipeline_proto_from_configs
	from object_detection.utils.config_util import get_configs_from_pipeline_file
	import object_detection.tf_server_export_inference_graph

	# Configuration for model to be exported, the pipeline_config_path
	config_pathname = "custom_detection/configs/101resnet_frcnn_coco.config"

salman-ghauri / tf_server_export_inference_graph.py

Last active January 9, 2019 15:55

	"""Functions to export object detection inference graph."""
	import logging
	import os
	import tempfile
	import tensorflow as tf
	from tensorflow.core.protobuf import rewriter_config_pb2
	from tensorflow.python import pywrap_tensorflow
	from tensorflow.python.client import session
	from tensorflow.python.framework import graph_util
	from tensorflow.python.platform import gfile

salman-ghauri / tf_server_grpc_client.py

Last active January 9, 2019 16:09

	"""A simple GRPC client to communicate with tf-server on the given port.
	It has been developed by some help from another GIST which I forgot to reference."""
	import time
	from argparse import ArgumentParser
	from grpc.beta import implementations
	from tensorflow_serving.apis import predict_pb2
	from tensorflow_serving.apis import prediction_service_pb2
	from tensorflow.contrib.util import make_tensor_proto
	import grpc
	import scipy

salman-ghauri / models.conf

Last active January 9, 2019 15:36

DockerFile for creating a tensorflow server container by adding models in the path and running it on specified ports.

salman-ghauri / parsing data.py

Created November 30, 2018 05:06

	s = class_descriptions[class_descriptions['class']\
	.isin(classes)]\
	.set_index('name').T.to_dict()
	train_df = pd.DataFrame(columns=['FileName', 'XMin', 'XMax',
	'YMin', 'YMax',
	'ClassName'])

	# Find boxes in each image and put them in a dataframe
	train_imgs = os.listdir(train_path)
	train_imgs = [name[0:16] for name in train_imgs\

salman-ghauri / get_birds_eye.py

Last active October 4, 2018 12:16

Download Bing Map Bird's Eye Images. (High resolution)

	"""
	Use this code to download High resolution Birds Eye view which is similar to Google map's 45° imagery. There is no straight
	forward way to download either of these.
	"""
	import urllib
	import json, sys
	from PIL import Image
	from io import BytesIO

	latlon = sys.argv[1]

salman-ghauri / License key PhpStorm 8

Created May 12, 2016 07:08 — forked from anheru88/License key PhpStorm 8