{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load\n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\n# Input data files are available in the read-only \"../input/\" directory\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nimport os\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n    for filename in filenames:\n        print(os.path.join(dirname, filename))\n\n# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2023-07-07T06:08:59.435140Z","iopub.execute_input":"2023-07-07T06:08:59.435523Z","iopub.status.idle":"2023-07-07T06:08:59.451013Z","shell.execute_reply.started":"2023-07-07T06:08:59.435494Z","shell.execute_reply":"2023-07-07T06:08:59.449875Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"**Image and video data advancements in AI from the past two years**","metadata":{}},{"cell_type":"markdown","source":"> Artificial intelligence has become shockingly capable in the past years. AI is no longer a technology of the future. AI is here, it is a technology that already impacts all of us. The latest chatbots can conduct fluid conversations, craft poems, even write lines of computer code while the latest image-makers can create fake “photos” that are virtually indistinguishable from the real thing and the list above includes just a few of its many applications. \nIt wasn’t always this way. As recently as two years ago, AI created robotic text riddled with errors. Images were tiny, pixelated and lacked artistic appeal. The mere suggestion that AI might one day rival human capability and talent drew ridicule from academics.\n","metadata":{}},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"**The brief history of how quickly AI developed in image and video data**","metadata":{}},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"","metadata":{}},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"","metadata":{}},{"cell_type":"markdown","source":"","metadata":{}},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"","metadata":{}},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"","metadata":{}},{"cell_type":"markdown","source":"> Artificial Intelligence and Computer Vision are everywhere around us today: asking Siri to schedule the next financial meeting, using facial recognition to unlock our phone, etc. Artificial intelligence, together with Computer Vision, are prominent topics of the Tech Industry. AI relies on many different tools and techniques to imitate Human Intelligence and recreate it with various algorithms applied on different devices. Computer vision is a field of IT that focuses on machines’ ability to analyse and understand images and videos, and it goes through the task of image recognition in machine learning.\nAI has profoundly impacted how we handle image and video data. Using machine learning and neural networks, AI can now automatically categorize, tag, and even generate image and video content.\n\n\nAI-Generated images:\n","metadata":{}},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"![](http://)","metadata":{}},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"","metadata":{}},{"cell_type":"markdown","source":"","metadata":{}},{"cell_type":"markdown","source":"","metadata":{}}]}