\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":13,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"ccvj8\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":7,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"5t2b8\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":7,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"1si2r\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[],\"entityRanges\":[],\"data\":{}},{\"key\":\"fu4ko\",\"text\":\"Once those two files are created, then: \",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":40,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"efffa\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[],\"entityRanges\":[],\"data\":{}},{\"key\":\"2v7n2\",\"text\":\"Run Your Flask Application\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":26,\"style\":\"BOLD\"},{\"offset\":0,\"length\":26,\"style\":\"UNDERLINE\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"5hma2\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[],\"entityRanges\":[],\"data\":{}},{\"key\":\"4jvee\",\"text\":\"bash\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":4,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"5tv9k\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[],\"entityRanges\":[],\"data\":{}},{\"key\":\"a6fmf\",\"text\":\"python app.py\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":13,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"1kjmv\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[],\"entityRanges\":[],\"data\":{}},{\"key\":\"fitb0\",\"text\":\"Then you can go to the URL: http://127.0.0.1:5000 (which is a dead-end right now since I have not scraped the data or made the connective tissue yet).\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":150,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"1l5hf\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[],\"entityRanges\":[],\"data\":{}},{\"key\":\"a3fu7\",\"text\":\"Cool, huh?\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":10,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"avirp\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[],\"entityRanges\":[],\"data\":{}},{\"key\":\"5jkde\",\"text\":\"But what if I want a chess game that plays like a grandmaster? My favorite is Mikhail Tal, former world champ and greatest sacrifice artist ever. They called him the \\\"Wizard of Riga.\\\" \",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":184,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"34qq7\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[],\"entityRanges\":[],\"data\":{}},{\"key\":\"1loqo\",\"text\":\"https://www.chessgames.com/player/mikhail_tal.html\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":50,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"15k1e\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[],\"entityRanges\":[],\"data\":{}},{\"key\":\"f6k55\",\"text\":\"Can a Tal-like chess engine be built?\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":37,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"97mfb\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[],\"entityRanges\":[],\"data\":{}},{\"key\":\"128v1\",\"text\":\"We can redo our previous two steps like this:\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":45,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"1dqa\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[],\"entityRanges\":[],\"data\":{}},{\"key\":\"aqdh\",\"text\":\"Step 1: Gather Game Data\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":24,\"style\":\"BOLD\"},{\"offset\":0,\"length\":24,\"style\":\"UNDERLINE\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"et958\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[],\"entityRanges\":[],\"data\":{}},{\"key\":\"6h6cr\",\"text\":\"You can manually extract games from Mikhail Tal's ChessGames profile. Here’s how you might extract game data:\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":109,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"7foki\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[],\"entityRanges\":[],\"data\":{}},{\"key\":\"8a7ar\",\"text\":\"Manually: Copy the games from the website into a PGN (Portable Game Notation) file.\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":83,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"3kno\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[],\"entityRanges\":[],\"data\":{}},{\"key\":\"ftp94\",\"text\":\"Automatically: Use a web scraper like BeautifulSoup to extract the game data programmatically.\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":94,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"7sd8v\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[],\"entityRanges\":[],\"data\":{}},{\"key\":\"3tvu6\",\"text\":\"Step 2: Create a Tal-like Engine\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":32,\"style\":\"BOLD\"},{\"offset\":0,\"length\":32,\"style\":\"UNDERLINE\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"ehqee\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[],\"entityRanges\":[],\"data\":{}},{\"key\":\"3p81e\",\"text\":\"Use the python-chess library with Stockfish or a similar engine. To emulate Tal's style, you might need to adjust parameters or use his game database for move inspiration.\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":171,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"198vt\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[],\"entityRanges\":[],\"data\":{}},{\"key\":\"buov3\",\"text\":\"bash\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":4,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"52gp2\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[],\"entityRanges\":[],\"data\":{}},{\"key\":\"30p4g\",\"text\":\"pip install chess stockfish\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":27,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"eeaq3\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[],\"entityRanges\":[],\"data\":{}},{\"key\":\"de3k4\",\"text\":\"Set Up the Engine:\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":18,\"style\":\"BOLD\"},{\"offset\":0,\"length\":18,\"style\":\"UNDERLINE\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"6d2ph\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[],\"entityRanges\":[],\"data\":{}},{\"key\":\"826s8\",\"text\":\"Download Stockfish from its official site and place it in your project directory. Here's a basic script to interface with Stockfish:\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":132,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"bd1di\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[],\"entityRanges\":[],\"data\":{}},{\"key\":\"1lqe2\",\"text\":\"python\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":6,\"style\":\"BOLD\"},{\"offset\":0,\"length\":6,\"style\":\"UNDERLINE\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"4ne3n\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[],\"entityRanges\":[],\"data\":{}},{\"key\":\"6h8ra\",\"text\":\"import chess\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":12,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"c01sd\",\"text\":\"import chess.engine\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":19,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"3edc1\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[],\"entityRanges\":[],\"data\":{}},{\"key\":\"6qflf\",\"text\":\"def get_tal_like_move(board, engine_path):\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":42,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"cb9tp\",\"text\":\" # Initialize the Stockfish engine\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":37,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"eh1ka\",\"text\":\" with chess.engine.SimpleEngine.popen_uci(engine_path) as engine:\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":68,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"dmv03\",\"text\":\" # Set the engine to prioritize aggressive play (you might need to adjust parameters)\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":92,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"bm1cn\",\"text\":\" info = engine.play(board, chess.engine.Limit(time=2.0))\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":63,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"2npic\",\"text\":\" move = info.move\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":24,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"fs76a\",\"text\":\" return move\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":19,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"jngr\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[],\"entityRanges\":[],\"data\":{}},{\"key\":\"30h1q\",\"text\":\"def main():\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":11,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"fc6jj\",\"text\":\" board = chess.Board()\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":25,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"68vjb\",\"text\":\" engine_path = \\\"./stockfish\\\" # Path to your Stockfish executable\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":68,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"3b45f\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[],\"entityRanges\":[],\"data\":{}},{\"key\":\"13bq\",\"text\":\" while not board.is_game_over():\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":35,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"2bsgg\",\"text\":\" print(board)\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":20,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"savu\",\"text\":\" move = get_tal_like_move(board, engine_path)\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":52,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"948fr\",\"text\":\" board.push(move)\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":24,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"774bj\",\"text\":\" print(f\\\"Tal-like move: {move}\\\")\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":39,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"fndhk\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[],\"entityRanges\":[],\"data\":{}},{\"key\":\"a2t20\",\"text\":\" print(\\\"Game over\\\")\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":22,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"de1ol\",\"text\":\" print(board)\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":16,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"7sq8i\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[],\"entityRanges\":[],\"data\":{}},{\"key\":\"hij9\",\"text\":\"if __name__ == \\\"__main__\\\":\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":26,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"abdub\",\"text\":\" main()\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":10,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"10jab\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[],\"entityRanges\":[],\"data\":{}},{\"key\":\"d7s30\",\"text\":\"Step 3: Build the Game Interface\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":32,\"style\":\"BOLD\"},{\"offset\":0,\"length\":32,\"style\":\"UNDERLINE\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"4ng2g\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[],\"entityRanges\":[],\"data\":{}},{\"key\":\"29nsp\",\"text\":\"Use Flask to create a web-based interface where users can play against the Tal-like engine.\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":91,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"1tg41\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[],\"entityRanges\":[],\"data\":{}},{\"key\":\"448ha\",\"text\":\"Create Flask Application (app.py):\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":34,\"style\":\"BOLD\"},{\"offset\":0,\"length\":34,\"style\":\"UNDERLINE\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"3rk9s\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[],\"entityRanges\":[],\"data\":{}},{\"key\":\"4igd0\",\"text\":\"python\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":6,\"style\":\"BOLD\"},{\"offset\":0,\"length\":6,\"style\":\"UNDERLINE\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"d6fov\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[],\"entityRanges\":[],\"data\":{}},{\"key\":\"6gept\",\"text\":\"# Get libaries and algorithms\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":29,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"8id1l\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[],\"entityRanges\":[],\"data\":{}},{\"key\":\"2q9tb\",\"text\":\"from flask import Flask, render_template, request, jsonify\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":58,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"7q50n\",\"text\":\"import chess\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":12,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"60d08\",\"text\":\"import chess.engine\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":19,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"bifjb\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[],\"entityRanges\":[],\"data\":{}},{\"key\":\"9eh44\",\"text\":\"app = Flask(__name__)\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":21,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"5phba\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[],\"entityRanges\":[],\"data\":{}},{\"key\":\"emg2k\",\"text\":\"# Initialize a global chess board\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":33,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"71t91\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[],\"entityRanges\":[],\"data\":{}},{\"key\":\"2qp9l\",\"text\":\"board = chess.Board()\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":21,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"d7ffg\",\"text\":\"engine_path = \\\"./stockfish\\\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":27,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"1krn\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[],\"entityRanges\":[],\"data\":{}},{\"key\":\"6sk17\",\"text\":\"def get_tal_like_move(board):\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":29,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"2t6eg\",\"text\":\" with chess.engine.SimpleEngine.popen_uci(engine_path) as engine:\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":68,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"3k1m\",\"text\":\" info = engine.play(board, chess.engine.Limit(time=2.0))\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":63,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"61hk8\",\"text\":\" move = info.move\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":24,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"77o94\",\"text\":\" return move\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":19,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"bjqiv\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[],\"entityRanges\":[],\"data\":{}},{\"key\":\"eiqj\",\"text\":\"@app.route('/')\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":15,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"595r9\",\"text\":\"def index():\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":12,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"6jod4\",\"text\":\" return render_template('index.html', board_svg=render_board_svg())\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":70,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"1vdta\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[],\"entityRanges\":[],\"data\":{}},{\"key\":\"bvic9\",\"text\":\"@app.route('/move', methods=['POST'])\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":37,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"f3r9m\",\"text\":\"def move():\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":11,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"1mpo0\",\"text\":\" global board\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":16,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"edidc\",\"text\":\" move = request.json.get('move')\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":35,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"7k1e7\",\"text\":\" try:\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":8,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"b6tvs\",\"text\":\" chess_move = chess.Move.from_uci(move)\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":46,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"6bg2t\",\"text\":\" if chess_move in board.legal_moves:\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":43,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"6fssb\",\"text\":\" board.push(chess_move)\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":34,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"8nhbb\",\"text\":\" if not board.is_game_over():\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":40,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"eb6qk\",\"text\":\" tal_move = get_tal_like_move(board)\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":51,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"cej4p\",\"text\":\" board.push(tal_move)\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":36,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"5r7qq\",\"text\":\" return jsonify({'status': 'success', 'board_svg': render_board_svg()})\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":82,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"csco6\",\"text\":\" else:\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":13,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"3b60n\",\"text\":\" return jsonify({'status': 'error', 'message': 'Illegal move'}), 400\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":79,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"7ohbb\",\"text\":\" except:\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":11,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"e24s\",\"text\":\" return jsonify({'status': 'error', 'message': 'Invalid move format'}), 400\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":82,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"8pasn\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[],\"entityRanges\":[],\"data\":{}},{\"key\":\"55pq5\",\"text\":\"def render_board_svg():\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":23,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"b5cuo\",\"text\":\" return chess.svg.board(board, size=400)\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":43,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"2p493\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[],\"entityRanges\":[],\"data\":{}},{\"key\":\"6lp7d\",\"text\":\"if __name__ == '__main__':\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":26,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"aqnkp\",\"text\":\" app.run(debug=True)\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":23,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"31v5p\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[],\"entityRanges\":[],\"data\":{}},{\"key\":\"85uq9\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[],\"entityRanges\":[],\"data\":{}},{\"key\":\"anjlc\",\"text\":\"Create HTML Template (templates/index.html):\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":44,\"style\":\"BOLD\"},{\"offset\":0,\"length\":21,\"style\":\"UNDERLINE\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"49ef0\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[],\"entityRanges\":[],\"data\":{}},{\"key\":\"7t9c0\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[],\"entityRanges\":[],\"data\":{}},{\"key\":\"4rdtf\",\"text\":\"html\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":4,\"style\":\"BOLD\"},{\"offset\":0,\"length\":4,\"style\":\"UNDERLINE\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"dt8t9\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[],\"entityRanges\":[],\"data\":{}},{\"key\":\"3ohep\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":15,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"7ai3d\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":16,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"ffm2t\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":6,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"bmkoi\",\"text\":\" \",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":26,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"1223s\",\"text\":\" \",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":74,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"fvnlq\",\"text\":\" Play Chess Against Tal\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":41,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"3gv13\",\"text\":\" \",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":12,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"a3f77\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":7,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"7imp4\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":6,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"dfi0u\",\"text\":\"

Play Chess Against a Tal-like Engine

\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":49,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"7ok71\",\"text\":\"
\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":20,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"579ch\",\"text\":\" \\\"Chess\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":79,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"6ihoc\",\"text\":\"
\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":10,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"6vjjk\",\"text\":\" \",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":81,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"3mf3k\",\"text\":\" \",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":55,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"4585m\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[],\"entityRanges\":[],\"data\":{}},{\"key\":\"bgucp\",\"text\":\" \",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":13,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"edq9m\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":7,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"e80ng\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":7,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"2gijp\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[],\"entityRanges\":[],\"data\":{}},{\"key\":\"2t2ep\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[],\"entityRanges\":[],\"data\":{}},{\"key\":\"cjkh5\",\"text\":\"So it is far from done, but we got a few jigsaw pieces together. I am not sure if I am actually going to build this out, but I do miss the royal game and Tal should always be playing at some board somewhere out there.\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":217,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"3rgs3\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[],\"entityRanges\":[],\"data\":{}},{\"key\":\"2i1nd\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[],\"entityRanges\":[],\"data\":{}},{\"key\":\"ctsfm\",\"text\":\"Happy coding,\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":13,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"cp4if\",\"text\":\"Thor\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":4,\"style\":\"BOLD\"}],\"entityRanges\":[],\"data\":{}},{\"key\":\"ctv4e\",\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[],\"entityRanges\":[],\"data\":{}}],\"entityMap\":{\"0\":{\"type\":\"IMAGE\",\"mutability\":\"IMMUTABLE\",\"data\":{\"src\":\"//img1.wsimg.com/isteam/ip/c0707f72-5217-4ea4-9e67-93d19618d517/tal.jpeg\",\"alt\":\"chess python full stack flask tal\",\"loading\":false,\"left\":\"0%\",\"top\":\"0%\",\"width\":\"100%\",\"height\":\"100%\",\"rotation\":\"0\",\"editedAspectRatio\":\"0.794921875\",\"filter\":\"NONE\",\"href\":\"https://ghostexmachina.com\"}}}}","socialSharing":{"twitter":{"enabled":true,"profile":""},"facebook":{"enabled":true}}}};

G X M
Lighting the Way
in Dark Data Science

G X M Lighting the Way in Dark Data ScienceG X M Lighting the Way in Dark Data ScienceG X M Lighting the Way in Dark Data Science

G X M
Lighting the Way
in Dark Data Science

G X M Lighting the Way in Dark Data ScienceG X M Lighting the Way in Dark Data ScienceG X M Lighting the Way in Dark Data Science

WELCOME TO GXM'S WEBSITE. ALSO CHECK GXM'S BLOG ON ARTIFICIAL INTELLIGENCE, MACHINE LEARNING, DATA SCIENCE, ET AL.

DEF MYSELF IF I.CODE = ALWAYS: PRINT ("I AM.") ELSE:

DEF MYSELF IF I.CODE = ALWAYS: PRINT ("I AM.") ELSE:DEF MYSELF IF I.CODE = ALWAYS: PRINT ("I AM.") ELSE:DEF MYSELF IF I.CODE = ALWAYS: PRINT ("I AM.") ELSE:

WELCOME TO GXM'S WEBSITE. ALSO CHECK GXM'S BLOG ON ARTIFICIAL INTELLIGENCE, MACHINE LEARNING, DATA SCIENCE, ET AL.

DEF MYSELF IF I.CODE = ALWAYS: PRINT ("I AM.") ELSE:

DEF MYSELF IF I.CODE = ALWAYS: PRINT ("I AM.") ELSE:DEF MYSELF IF I.CODE = ALWAYS: PRINT ("I AM.") ELSE:DEF MYSELF IF I.CODE = ALWAYS: PRINT ("I AM.") ELSE:

WHAT IS DARK DATA?

Dark data has nothing to do with the dark web. It is rather all the data never used within a company.  Forrester reports that up to 73% of all data within an enterprise goes unused for business analytics. IDC estimates about 90% of unstructured data goes unanalyzed. That is far too many needles left in the haystack.

ABOUT GXM

THORTON MALDONADO

G X M (Ghost Ex Machina) is the  Artificial Intelligence and Data Science concern of Thorton “Thor” Maldonado. He created it to empower companies to find all the insights and revenue streams that they are missing out on in the dark data of a simple Excel sheet or a complex proprietary system. He is proud to be a trailblazer in this emerging niche of data science, machine learning and artificial intelligence. 


Thor likes long walks on the beach, candlelit dinners with exotic cuisines and bleeding edge algorithms in artificial intelligence and machine learning. Several projects of his have delved deep into what a data science model can do. Those included in his portfolio are Black Box Variational Inference Engines, Deep Bayesian Neural Networks, Glowworm Swarm Optimization Algorithm, Isolation Forests for Anomaly Detection, Price of Anarchy Algorithm to name a few. He is also an earlier adopter of prompt engineering, and LLMs/ NLPs like ChatGPT, to embolden pre-programming and streamline debugging. 


Thor writes in Python, Ruby and Java, but thinks in Prolog. He believes most errors and exceptions occur at a conceptual level, so he still continues to put old school techniques and new school trends into his toolbox. This is to always vouchsafe that stakeholders are provided with multi-purpose, real-world solutions to business analytics problems. Thor has both coded and taught code in several programming languages for both front-end and back-end development. He also knows specialty languages such as COBOL. 


What is unique about Thor is his vast domain knowledge in several fields such as finance/ real estate, education, neuroscience and literature/ lingusitics. He has had forays in the former when he worked in a mergers and acquisitions firm dedicated to distressed properties. The latter is based on over two decades of experience as a teacher, curriculum developer, instructional designer, as well as, an educational director of a specialized testing/ computer coding center. He also has extensive expertise in sales and marketing. That and he can do full-stack devs.  


Check out Thor’s coding portfolio and programming posts: www.ghostexmachina.com 


A list of his AI, EdTech and Full Stack Dev Projects are below as well.


When not trying to beat the market with his latest algorithm, Thor still teaches chess and writes novels, plays and poems. You can also visit: www.thortonmaldonado.com 


Thor's Latest AI/Full Stack/EdTech Projects

Generative-AI Personalized Learning System (Recommendation Engine) with Matrix Theory Neural Network

https://ghostexmachina.com/f/personalized-learning-system-from-a-matrix-theory-neural-network

Statistical Arbitrage with AWS's SageMaker and Lambda

https://ghostexmachina.com/f/aws-sagemaker-for-statistical-arbitrage

Dark Data - Log Analysis and Error Spikes with Isolation Forest Anomaly Detection

https://ghostexmachina.com/f/the-sciene-of-dark-data---like-a-pig-in-shut-the-front-door

Python Code Analysis Tool for Nullifying ChatGPT/ AI Hallucinations

https://ghostexmachina.com/f/dark-side-of-ai--ai-hallucinations-a-python-code-analysis-tool

Preventing World Hunger and Food Waste with Deep Learning ANNs

https://ghostexmachina.com/f/why-ai-will-replace-coders-what-coders-can-do-about-it

Ode to a Prime Hunting Algorithm (via the Sieve of Eratosthenes)

https://ghostexmachina.com/f/boring-python-project---prime-number-sieve-of-eratosthenes

Thor's AI & Data Science Projects

Ensemble - Log Reg, SVM, KNN, SGD, Random Forest, Naive Bayes & Perceptron on Titanic Survivorship

https://ghostexmachina.com/f/data-science-demolition-derby---an-actual-ds-project-code

Sentiment Intensity Analysis and Linear Regression on Predicting Stock Prices (Real-Time with Flask)

https://ghostexmachina.com/f/money-is-always-a-problem-the-neural-networks-that-bank-on-it

MLP Regressor ANN on Predicting Income

https://ghostexmachina.com/f/artificial-intelligence---neural-network-to-predict-income

Creating a SDK with Poetry and Sphinx for Algorithm Selection

https://ghostexmachina.com/f/creating-a-sdk-software-development-kit-with-poetry-and-sphinx

RAG for Financial Decision-Making (in Python and Rust)

https://ghostexmachina.com/f/rag-for-financial-decision-making-in-python-rust-code

Optimizing a Bleeding Edge Gradient Boost Algorithm

https://ghostexmachina.com/f/perchance-a-bleeding-edge-gradient-boost-algorithm

Thor's Full Stack Dev Projects

Creating Your Own Data Analytics App (React Frontend & SQL Backend)

https://ghostexmachina.com/f/full-stack-dev-projects---your-own-data-analytics-app---part-i

https://ghostexmachina.com/f/full-stack-dev-projects---your-own-data-analytics-app---part-ii

https://ghostexmachina.com/f/full-stack-dev-project---your-own-data-analytics-app---part-iii

https://ghostexmachina.com/f/full-stack-dev-project---your-own-data-analytics-app---part-iv

https://ghostexmachina.com/f/full-stack-dev-project---your-own-data-analytics-app---part-v

Reverse Engineering a Death Algorithm w/ Neural Network Embedding

https://ghostexmachina.com/f/the-algorithm-of-death--

Creating Educational Tech Tools with Hugging Face

https://ghostexmachina.com/f/full-stack-dev--creating-educational-tools-with-hugging-face?blogcategory=Education+Apps

Finding Love Matches on Online Dating App

https://ghostexmachina.com/f/finding-love-matches-on-online-dating-app---gaussian-mix---part-1

https://ghostexmachina.com/f/finding-love-matches-on-online-dating-app-w-kohonen-filter-som

https://ghostexmachina.com/f/finding-love-matches-on-online-dating-apps---autoencoders--part-3

https://ghostexmachina.com/f/finding-love-matches-on-online-dating-app---moth-flame-ann---iv

Creating a Chess Engine Based on a Grandmaster's Playing Style

https://ghostexmachina.com/f/full-stack-project---a-chess-website

Thor's EdTech Projects

Model Choice in a Neural Network Regression for Academic Success

https://ghostexmachina.com/f/model-choice-in-a-neural-network-for-academic-success-regression?blogcategory=Education+Apps


Deep Convolutional Network for Helping Confused Students

https://ghostexmachina.com/f/deepconvnet

Educational Technology Apps & an Instructional Design Machine

https://ghostexmachina.com/f/education-algorithms-and-apps

https://ghostexmachina.com/f/education-apps-code-with-algorithms---part-ii

https://ghostexmachina.com/f/education-apps-with-code-and-algorithms---part-iii

https://ghostexmachina.com/f/education-apps---part-iv---an-instructional-design-machine

Glowworm Swarm Optimization to Help Improve a Chess Curriculum

https://ghostexmachina.com/f/glowworm-swarm-optimization-to?blogcategory=Education+Apps

Curriculum Development in the Age of AI (Ode to Bloom's Taxonomy)

https://ghostexmachina.com/f/curriculum-development-in-the-age-of-ai?blogcategory=Education+Apps

Thor's 100+ Projects @ Ghost Ex Machina Blog below

Projects that can be found on the GXM Blog are: 


Predicting and Preventing Gun Violence with Data Science

https://ghostexmachina.com/f/predicting-gun-violence-with


How to Build a Deep Belief Neural Network

https://ghostexmachina.com/f/how-to-build-an-artificial-neural-network-deep-belief-network


Predicting Black Swan Events in the Stock Market (with Random Forest Classifier on Extreme Values Theory)

https://ghostexmachina.com/f/predicting-black-swan-events-in-the-stock-market-with-python


Targeting Potential Customers with Marketing Ads with a Neural Network (w/ One-Hot Encoding Pipeline & Cross-Entropy)

https://ghostexmachina.com/f/targeting-potential-customers-with-marketing-ads


Feature Selection & the Learned Mask in the 21st Century & Beyond

https://ghostexmachina.com/f/feature-selection-binary-mask-layers-in-the-21st-century


What Makes a Poem Beautiful? (NLTK & Beyond)

https://ghostexmachina.com/f/random-forest-playing-moneyball-to-predict-injury-proneness


Gothic Literature Text/ Sentiment Analysis with NLTK

https://ghostexmachina.com/f/gothic-literature-text-sentiment-analysis-with-n


Dark Data - Latent Dirichlet Allocation / Named Entity Recognition

https://ghostexmachina.com/f/dark-data---latent-dirichlect-allocation-named-entity-recognize


Poisson-Based Neural Network to Find Viral Clusters' Patient Zero

https://ghostexmachina.com/f/to-thine-own-distribution---the-bigger-your-data


NeuroSymbolic AI - Neural Network Hybrid Model for MNIST Training

https://ghostexmachina.com/f/neurosymbolic-ai--hybrid-model-w-neural-network-reasoning-c


AI-ChatBot for Complex Business Decision-Making

https://ghostexmachina.com/f/ai-intelligent-chatbox-for-business-decision-making


Liquid Neural Nets' Adaptability for Predictions on Stock Flux

https://ghostexmachina.com/f/liquid-neural-nets


Random Forests & Feature Optimization to Predict Sport Injuries

https://ghostexmachina.com/f/random-forest-playing-moneyball-to-predict-injury-proneness


Water Quality with t-SNE, UMAP, PCA & LLE for EDA's Sake

https://ghostexmachina.com/f/water-quality-with-t-sne-umap-pca-lle


Prompt Engineering for Sushi Freshness & Polynomial Regression

https://ghostexmachina.com/f/no-bs-data-science-project---sushi-refreshness-regression

GHOST EX MACHINA BLOG

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