We used Residual Networks coupled with the cyclic pooling technique for data refinement to train on 35,126 retinal images. ... These retinal screening techniques are crucial for early detection and treatment of the disease, but all require a trained optometrist as well as thousands of dollars of equipment that often are not available in developing countries and rural areas. ... We hope to classify normal eyes from any level of DR, which is a much harder problem due to the subtle differences between normal eyes and those afflicted with mild DR. ... To diagnose the retinal images, we developed...

• Word Count: 874
• Approx Pages: 3
• Grade Level: Graduate

Apart from these hard skills, deficiencies have also been identified in soft skills like people management and basic management skills at management and supervisory level. ... In order to sufficiently train managers, companies need to individualize training, give managers more control over their learning process and provide ongoing, on the job support. ... A highly trained workforce supports and drives innovation. ... Training, thus, should be aimed at development of both hard and soft skills. Hard skills include functional skills like Total quality management and continous improvement wh...

• Word Count: 1231
• Approx Pages: 5
• Grade Level: Graduate

Being a large company, Tom requires a good of interaction between managers who manage the company and the supervision of managers must be well prepared and trained to interact with the workers of the assembly line on a daily basis. ... For without a good communication and teamwork is hard to achieve something. ...

• Word Count: 680
• Approx Pages: 3
• Grade Level: Graduate