# Cancerfree Intern Journal Club ### --revised 2021 ---- ### Journal Framework  ---- ### prerequisite * [what is neural network](https://www.youtube.com/watch?v=aircAruvnKk) * [Deep through CNN](https://medium.com/@RaghavPrabhu/understanding-of-convolutional-neural-network-cnn-deep-learning-99760835f148) ### Techniques(Based on CT scan images) * Data gathering--->==Deep Learning== * Data processing * Image data augmentation (IADLT) --->increase sample sizes of data --->increase the accuracy of training  * Bat algorithm for data equalization (IBA)--->(1)solve overfitting (2)reduce model noise  * Object Detection  * CNN(RCNN )      * Intersect Over Union (IOU) * **IOU** -> $\frac{Intersection Area}{Union Area}$ $0 \le IOU\le 1$  * Region of Interest(ROI)  * Data exchange(security)--->==Blockchain(distributed ledger)==  * Interplanetary file system(IPFS)      * implement smart contract (solidity)   * Deployed smart contracts  * Transaction details  * Transaction link on rinkeby etherscan  * Transaction deployed successfully  ---- ### Experimental Results Evaluation #### evaluation explanation * training set * testing set * batch size--->samples trained one time * epoch --->all of the traiing set trained at a time * iteration--->batch size trained at a time * ex:training sets=1000,batch size=10,iteration=100,epoch=1      
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