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megatron

Install requirements.txt

This is a question answering system which is used to service users at websites.

Description

  • It is quite often that we hire some people as customer service so they can interact with user's when they come on the website but what if we can automate this task?
  • Because users usually come can ask similar questions and have similar requests a majority of this work can be automated.
  • We create Megatron a question answering system.
  • It can:
    • take input from user in text, audio or video format
    • classify user requests and provide the respective service or information.
    • If the user is not satified then can let someone attend the user.

Aim / Goal

  • To automate customer service.

Skillset

  • Python programming.
  • NLP
  • Data Validation
  • Data preprocessing
  • feature engineering
  • model creation
  • logging
  • model fine tuning
  • model selection

What i Learnt

  • Industry standard OOP's based approach
  • logging.
  • clustering methodology for better model building.
  • data science lifecycle
  • The various nlp architectures like bert, GPT, albert, distilbert
  • deployment on aws.

Special thanks to ineuron for teaching and walking me through this real life end to end project.

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