CNN Experiments - Solutions - Building End to End Solutions

CNN Experiments - Solutions - Building End-to-End Solutions

CNN Experiments

• Minimum Exp Without Aug
• Data Aug + CNN Model 
• Data Aug + CNN Model (Deeper Layers) - Few more convolution blocks
• Data Aug + CNN Model (Deeper Layers) - Few more convolution blocks + (Dropouts / Regularizer / Adjusting Learning rate)

To Launch a Product / Build Model things to consider

• Pre-requisites
• Data Collection
• Data Pre-processing and transformation
• Data Imbalances / Data Augmentation 
• Modelling
• Deployment
• Monitoring
• Real-time data training
• Collaborate with Healthcare prof
• Keep updating the model

We have 95% Accuracy, Remaining 5% how do we handle

• Similarity scores
• Ensemble methods
• Human in loop

Keep Exploring!!!