├── .gitattributes ├── .gitignore ├── 1. Asking natural language queries ├── Docker │ └── Dockerfile ├── Readme.md └── Source │ ├── Content │ ├── Content.py │ └── __init__.py │ ├── Crawler │ ├── CrawlWikipedia.py │ └── __init__.py │ ├── data │ └── .gitkeep │ ├── get_wikipedia_content.py │ ├── lda_server.py │ ├── notebooks │ ├── LDA with NLTK and gensim.ipynb │ └── wikipedia-api-1.ipynb │ └── text_cleaning │ ├── __init__.py │ └── text_cleaning.py ├── 2. Recognising Faces └── Source │ ├── aws_rekognition │ ├── README.md │ ├── __init__.py │ ├── access-policy-example.json │ ├── aws_rekognition.py │ ├── configure-aws.sh │ ├── lambda_function.lambda_handler.py │ └── trust-policy.json │ ├── classifier_data │ └── .gitkeep │ ├── download_lfw.sh │ ├── face_recognition.py │ ├── notebooks │ ├── aws-rekognition-notebook.ipynb │ ├── face-recognition-using-opencv.ipynb │ └── hog-visualisation.ipynb │ ├── opencv_face_recognition │ ├── __init__.py │ ├── download_opencv_face_detector.sh │ ├── face_detector │ │ └── .gitkeep │ ├── opencv_face_recognition.py │ └── openface │ │ └── .gitkeep │ └── utils │ ├── __init__.py │ └── image_utils.py ├── 3. Predicting Taxi Ride Duration └── Source │ ├── .gitattributes │ ├── data │ ├── downloads.sh │ ├── generators.py │ ├── geo_data │ │ ├── .gitkeep │ │ ├── city_of_new_york.csv │ │ ├── taxi_zone_lookup.csv │ │ └── taxi_zones.csv │ ├── taxi_data │ │ ├── cleansed_yellow_tripdata_2018-06.csv │ │ └── yellow_tripdata_2018-06.csv │ ├── taxi_zones │ │ ├── taxi_zones.dbf │ │ ├── taxi_zones.prj │ │ ├── taxi_zones.sbn │ │ ├── taxi_zones.sbx │ │ ├── taxi_zones.shp │ │ ├── taxi_zones.shp.xml │ │ └── taxi_zones.shx │ └── weather_data │ │ ├── .gitkeep │ │ ├── ny_jfk_weather.csv │ │ └── ny_jfk_weather_2018-06.csv │ ├── logs │ ├── .gitkeep │ ├── model.png │ └── weights-2018-11-21-14-06-29.hdf5 │ ├── model │ ├── __init__.py │ └── model.py │ ├── notebooks │ ├── explore_green_tripdata.ipynb │ ├── explore_weather_data.ipynb │ ├── explore_yellow_tripdata.ipynb │ ├── explore_yellow_tripdata_+_rf_regressor.ipynb │ └── predict-taxi-journey-times.ipynb │ └── train.py ├── 4. Predicting the steering angle of a car └── Source │ ├── .gitattributes │ ├── Dockerfile │ ├── README.md │ ├── data │ ├── __init__.py │ ├── data.txt │ ├── data │ │ └── .gitignore │ ├── generators.py │ ├── resampled.csv │ └── steering_wheel_image.png │ ├── docker-compose.yaml │ ├── logs │ ├── images │ │ └── .gitkeep │ ├── model.png │ └── weights-2018-11-06-17-32-09.hdf5 │ ├── model │ ├── __init__.py │ └── model.py │ ├── notebooks │ ├── explore_dataset.ipynb │ └── test-trained-model.ipynb │ ├── output │ └── .gitkeep │ ├── run.py │ └── train.py ├── LICENSE └── README.md /.gitattributes: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learning-Python-Artificial-Intelligence-by-Example/HEAD/.gitattributes -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learning-Python-Artificial-Intelligence-by-Example/HEAD/.gitignore -------------------------------------------------------------------------------- /1. 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