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Having a long-term goal clearly set, breaking it down into near-term goals helps visualize our progress and what is expected on a day-to-day basis. By hitting the near-term goals I'll understand and grasp the depth, gain insights from the stakeholders, and would be able to achieve the long-term goal. setting near-term goals also help analyze trade-offs along the way

In Naive bayes, the probablity of a sample to a class is calculated as

P(class | sample) = P(sample | class) P(class) / P(sample)

It assumes the samples are independent. In general, the threshold is kept in 0.5 insuring a balance between detection of classes. For example, in case of Ham/Spam classifier, 0.5 allows for a balance between TP and FP of both classes.

However, if we would like to detect as many as Spam and keen to accpt some Ham may be classified as Spam, then we can play with threshold

During final stages of testing upgraded version of core banking applications, we encountered a defect which required resolution from development team. After dev deployed the defect, I had very limited time to thoroughly retest and perform regression.

My task was to perform retesting and make sure there are no major defects after the release.

After resolution, based on my prior knowledge of the apps I grouped those testcases that had a potential impact to run automation regression to speed up the testing. While I manually tested the defects with some edge case scenarios. 

I kept the cross functional team updated about the testing progress and the risk involved if testing wasn't completed on time. 

But, I was able to mitigate the risk of not completing the testing on time and major risk of unexpected issues with the help to prior knowledge and proactive communication.

Thus, I learnt from this incident to carefully strategizing the situation and collaborative approach can help to mitigate risks.

One project i'm proud of is my internship project which was a full stack project where i had the chance to create a prototype of a template manager , storing the data into a cassandra database, alongside using springboot and java to work on the module structure and life of the project, I then used js and react for UI. This prototype was then deployed and is now being used by internal payment team at jpmc, instead of going to search every resource, i store all the templates in one template manager and they can know just search the nav bar and get the exact template they need. I'm proud of this project not only because it was my first real project using the new languages and frameworks i was learning during internship but it also gave me the confidence of knowing and seeing that I can do this even though i dont have a degree in this field!