├── LICENSE ├── README.md ├── cli.py ├── data ├── csv_datasets │ └── epl │ │ ├── 2016_season.csv │ │ ├── 2017_season.csv │ │ ├── 2018_season.csv │ │ ├── 2019_season.csv │ │ ├── 2020_season.csv │ │ ├── 2021_season.csv │ │ ├── 2022_season.csv │ │ └── all_seasons.csv └── raw_datasets │ └── epl │ ├── 2016_season.json │ ├── 2017_season.json │ ├── 2018_season.json │ ├── 2019_season.json │ ├── 2020_season.json │ ├── 2021_season.json │ └── 2022_season,json ├── data_scraper ├── api_data_scraper.py └── json_data_processor.py ├── main.py ├── model_comparison ├── bagging_classifier.ipynb ├── decision_tree.ipynb ├── gradient_boosting.ipynb ├── k_nearest_neighbours.ipynb ├── logistic_regression.ipynb ├── model_evaluation.ipynb ├── naive_bayes.ipynb ├── support_vector_machine.ipynb └── xgboost.ipynb ├── predictor.py └── requirements.txt /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ratloop/MatchOutcomeAI/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ratloop/MatchOutcomeAI/HEAD/README.md -------------------------------------------------------------------------------- /cli.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ratloop/MatchOutcomeAI/HEAD/cli.py -------------------------------------------------------------------------------- /data/csv_datasets/epl/2016_season.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ratloop/MatchOutcomeAI/HEAD/data/csv_datasets/epl/2016_season.csv -------------------------------------------------------------------------------- /data/csv_datasets/epl/2017_season.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ratloop/MatchOutcomeAI/HEAD/data/csv_datasets/epl/2017_season.csv -------------------------------------------------------------------------------- /data/csv_datasets/epl/2018_season.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ratloop/MatchOutcomeAI/HEAD/data/csv_datasets/epl/2018_season.csv -------------------------------------------------------------------------------- /data/csv_datasets/epl/2019_season.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ratloop/MatchOutcomeAI/HEAD/data/csv_datasets/epl/2019_season.csv -------------------------------------------------------------------------------- /data/csv_datasets/epl/2020_season.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ratloop/MatchOutcomeAI/HEAD/data/csv_datasets/epl/2020_season.csv -------------------------------------------------------------------------------- /data/csv_datasets/epl/2021_season.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ratloop/MatchOutcomeAI/HEAD/data/csv_datasets/epl/2021_season.csv -------------------------------------------------------------------------------- /data/csv_datasets/epl/2022_season.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ratloop/MatchOutcomeAI/HEAD/data/csv_datasets/epl/2022_season.csv -------------------------------------------------------------------------------- /data/csv_datasets/epl/all_seasons.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ratloop/MatchOutcomeAI/HEAD/data/csv_datasets/epl/all_seasons.csv -------------------------------------------------------------------------------- /data/raw_datasets/epl/2016_season.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ratloop/MatchOutcomeAI/HEAD/data/raw_datasets/epl/2016_season.json -------------------------------------------------------------------------------- /data/raw_datasets/epl/2017_season.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ratloop/MatchOutcomeAI/HEAD/data/raw_datasets/epl/2017_season.json -------------------------------------------------------------------------------- /data/raw_datasets/epl/2018_season.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ratloop/MatchOutcomeAI/HEAD/data/raw_datasets/epl/2018_season.json -------------------------------------------------------------------------------- /data/raw_datasets/epl/2019_season.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ratloop/MatchOutcomeAI/HEAD/data/raw_datasets/epl/2019_season.json -------------------------------------------------------------------------------- /data/raw_datasets/epl/2020_season.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ratloop/MatchOutcomeAI/HEAD/data/raw_datasets/epl/2020_season.json -------------------------------------------------------------------------------- /data/raw_datasets/epl/2021_season.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ratloop/MatchOutcomeAI/HEAD/data/raw_datasets/epl/2021_season.json -------------------------------------------------------------------------------- /data/raw_datasets/epl/2022_season,json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ratloop/MatchOutcomeAI/HEAD/data/raw_datasets/epl/2022_season,json -------------------------------------------------------------------------------- /data_scraper/api_data_scraper.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ratloop/MatchOutcomeAI/HEAD/data_scraper/api_data_scraper.py -------------------------------------------------------------------------------- /data_scraper/json_data_processor.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ratloop/MatchOutcomeAI/HEAD/data_scraper/json_data_processor.py -------------------------------------------------------------------------------- /main.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ratloop/MatchOutcomeAI/HEAD/main.py -------------------------------------------------------------------------------- /model_comparison/bagging_classifier.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ratloop/MatchOutcomeAI/HEAD/model_comparison/bagging_classifier.ipynb -------------------------------------------------------------------------------- /model_comparison/decision_tree.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ratloop/MatchOutcomeAI/HEAD/model_comparison/decision_tree.ipynb -------------------------------------------------------------------------------- /model_comparison/gradient_boosting.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ratloop/MatchOutcomeAI/HEAD/model_comparison/gradient_boosting.ipynb -------------------------------------------------------------------------------- /model_comparison/k_nearest_neighbours.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ratloop/MatchOutcomeAI/HEAD/model_comparison/k_nearest_neighbours.ipynb -------------------------------------------------------------------------------- /model_comparison/logistic_regression.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ratloop/MatchOutcomeAI/HEAD/model_comparison/logistic_regression.ipynb -------------------------------------------------------------------------------- /model_comparison/model_evaluation.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ratloop/MatchOutcomeAI/HEAD/model_comparison/model_evaluation.ipynb -------------------------------------------------------------------------------- /model_comparison/naive_bayes.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ratloop/MatchOutcomeAI/HEAD/model_comparison/naive_bayes.ipynb -------------------------------------------------------------------------------- /model_comparison/support_vector_machine.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ratloop/MatchOutcomeAI/HEAD/model_comparison/support_vector_machine.ipynb -------------------------------------------------------------------------------- /model_comparison/xgboost.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ratloop/MatchOutcomeAI/HEAD/model_comparison/xgboost.ipynb -------------------------------------------------------------------------------- /predictor.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ratloop/MatchOutcomeAI/HEAD/predictor.py -------------------------------------------------------------------------------- /requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ratloop/MatchOutcomeAI/HEAD/requirements.txt --------------------------------------------------------------------------------