Predicting Findings using Chest X-Rays


Table of contents

  1. Business Problem
  2. Mapping of problem to an ML problem
  3. Performance metric and Business constraints
  4. Existing Solutions and Methods
  5. Exploratory Data Analysis
  6. Feature Engineering
  7. Modelling and Evaluation
  8. Improvements
  9. Links
  10. References

1. Introduction :

Image Captioning is the process of generating text(Captions) based on the image. Image captioning uses both Natural Language Processing(NLP) and Computer Vision(CV) to generate the text output. X-Rays are a form of Electro Magnetic Radiation that is used for medical imaging. X-rays can be used to spot the fractures, bone injuries or any tumours. …

Predicting Backorders using Machine Learning

Photo by Wesley Tingey on Unsplash

Table of contents

  1. Business Problem
  2. Existing solutions
  3. Exploratory Data Analysis
  4. Handling class imbalance
  5. Feature Engineering
  6. Performance metrics
  7. Modelling and Evaluation
  8. References
  9. Links

1. Introduction :

A Backorder is an order which can’t be fulfilled at the given time due to lack of supply or the product is currently out of stock or not in inventory but can guarantee delivery of the goods or service requested by a certain date in the future because the production of goods or replenishment of inventory is underway. Unlike in the situation of Out-of-stock where the delivery date of the goods can’t be promised , in the Backorder scenario the…

Srinivasa Raja


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