--- a +++ b/README.md @@ -0,0 +1,52 @@ +## About Dataset +### Data Story +It was a project about chest cancer detection using machine learning and deep leaning (CNN) . +we classify and diagnose if the patient have cancer or not using AI model . +We give them the information about the type of cancer and the way of treatment. +we tried to collect all data we need to make the model classify the images easily. +so i had to fetch data from many resources to start the project . +I researched a lot to collect all the data from many resources and cleaned it for the CNN . + +### Data +Images are not in dcm format, the images are in jpg or png to fit the model +Data contain 3 chest cancer types which are Adenocarcinoma,Large cell carcinoma, Squamous cell carcinoma , and 1 folder for the normal cell +Data folder is the main folder that contain all the step folders +inside Data folder are test , train , valid + +test represent testing set +train represent training set +valid represent validation set +training set is 70% +testing set is 20% +validation set is 10% + +### Adenocarcinoma +Adenocarcinoma of the lung: Lung adenocarcinoma is the most common form of lung cancer +accounting for 30 percent of all cases overall and about 40 percent +of all non-small cell lung cancer occurrences. Adenocarcinomas are +found in several common cancers, including breast, prostate and colorectal. +Adenocarcinomas of the lung are found in the outer region of the lung +in glands that secrete mucus and help us breathe. +Symptoms include coughing, hoarseness, weight loss and weakness. + +### Large cell carcinoma +Large-cell undifferentiated carcinoma: Large-cell undifferentiated carcinoma lung cancer grows and spreads quickly and can +be found anywhere in the lung. This type of lung cancer usually accounts for 10 +to 15 percent of all cases of NSCLC. +Large-cell undifferentiated carcinoma tends to grow and spread quickly. + +### Squamous cell carcinoma +Squamous cell: This type of lung cancer is found centrally in the lung, +where the larger bronchi join the trachea to the lung, +or in one of the main airway branches. +Squamous cell lung cancer is responsible for about 30 percent of all non-small +cell lung cancers, and is generally linked to smoking. + +And the last folder is the normal CT-Scan images + +### Acknowledgements +We wouldn't be here without the help of others and the resources we found. +thanks for all of my team and the people who supported us + +### Inspiration +I want to hear all your feedback \ No newline at end of file