Augmentations

Megan Fox got very candid about her beauty secrets, sharing which plastic surgeries she has undergone, including those she has been accused of but hasn’t done and even which procedures she is considering next.Appearing on Alex Cooper’s Call Her Daddy podcast in an episode that aired on Wednesday (March 20), the 37-year-old bombshell known for her good looks revealed that she didn’t get any body fat removed, as she would only ever “fill her body” with fat instead due to her naturally slender frame.Megan said: “So no…

Data augmentation techniques for Computer Vision implemented in PythonCutmix image augmentation (Background image drawn by the author, artificial photograph of statue generated with DALLE)It’s almost guaranteed that applying data augmentations will improve the performance of your neural network. Augmentations are a regularization technique that artificially expands your training data and helps your Deep Learning model generalize better. Thus, image augmentations can improve the model performance.Image augmentations can…

Machine learning or specifically deep learning in essence is finding a function that describes the data best. This process depends on computing resources, algorithms, and data. In recent years, the deep learning era has developed quite fast in terms of the availability of computing resources, a wide range of machine learning models, and accessibility of datasets. However, annotation of data in the dataset is still a bottleneck because it needs heavy human-labeling efforts e.g. the COCO segmentation dataset required around…