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littleali/ml-case-study

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Task 1

Observing the sky for a duration of 3 minutes yields a 60% probability of spotting a plane. Your assignment is to calculate and explain the probability of spotting a plane within 1 minute based on this observation. Provide a detailed solution outlining the reasoning behind your calculations.

A: Observing a plane in 3 minutes
B: Observing a Plane in 1 minute
P(A) = 0.6
P(Not A) = 1 – P(A) = 1 – 0.6 = 0.4
P(B) = 1 – P(Not B)

Also we know that Probability of event b and event c is P(b)*p(c), so we can say Probability of not observing a plane in 3 minutes is probability of not observing a plane in 1 minute to the power of 3 (P(Not B) ^ 3)

P(Not B) ^ 3 = P(Not A) = 0.4 => P(Not B) = 30.4 = 0.736806
P(B) = 1 – P(Not B) = 1 - 0.736806 = 0.263194

Task 2

Building the model

To setup the environment for building model, you need to run make dependency

  • It will create a virtual env in .env if not exists
  • Source it
  • Install requirements

You can find Model Building Documentation here

Running the app

To run app you need to run docker compose up it will

  • Run frontend on localhost:3000
  • Run backend on localhost:8000

Testing

To run tests for backend, you can run:

  • `python ba

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