Update README.md

README.md

@@ -4,7 +4,7 @@
 
 Chest X-ray images (anterior-posterior) were selected from retrospective cohorts of pediatric patients of one to five years old from Guangzhou Women and Children’s Medical Center, Guangzhou. All chest X-ray imaging was performed as part of patients’ routine clinical care.
 
-For the analysis of chest x-ray images, all chest radiographs were initially screened for quality control by removing all low-quality or unreadable scans. The diagnoses for the images were then graded by two expert physicians before being cleared for training the AI system. To account for any grading errors, the evaluation set was also checked by a third expert.
+For the analysis of chest x-ray images, all chest radiographs were initially screened for quality control by removing all low-quality or unreadable scans. The diagnoses for the images were then graded by two expert physicians before being cleared for training the AI system. To account for any grading errors, the evaluation set was also checked by a third expert. For a high level overview of the project please see our [presentation](
 
 
 # Business Problem & Understanding
@@ -60,12 +60,12 @@ Comparing all the accuracy and recall scores form the models, the score form the
 
 Like with every project, it is always crucial to gather more data to further improve the accuracy of our model. Also, branch out to other hospitals to work with their radiology teams. Working with different types of X-ray machines that might have slight alterations in how they print out photos might also be a good idea. Increasing our computational power to train our model more effectively to increase accuracy and recall. 
 
-
+For more information regarding the modeling process please see our [notebook](https://github.com/ZenBurrito/Pediatric-Pneumonia-Image-Classification/blob/main/Final_notebook.ipynb)
 ```
 ├── README.md                 <- The top-level README for reviewers of this project
-├── final_notebook.ipynb       <- Narrative documentation of analysis in Jupyter notebook
-├── presentation.pdf          <- PDF version of project 
-├── images                    <- Generated from code
-├── data                      <- Older notebooks, kept to see progress
-```# Pediatric-Pneumonia-Image-Classification
+├── Final_notebook.ipynb      <- Narrative documentation of analysis in Jupyter notebook
+├── Presentation.pdf          <- PDF version of project 
+├── Images                    <- Generated from code
+├── chest_xray                <- Older notebooks, kept to see progress
+'''