Final project consists of the following subtasks (Click bellow)
Telecommunications: Identify inefficient operators
Business Type: Virtual Telephony Service
Description
Identify inefficient operators based on dropped calls and long wait times for incoming calls, and low number of outgoing calls; so that supervisors can make decisions regarding staff training and management to improve operational efficiency and customer satisfaction.
Process
A/B Test: Implementation of Payment Recommendation System
Business Type: International Online Store
Description
To test changes related to the introduction of an improved recommendation system, observe the feasibility of implementing the new system, and its conversion of purchases within the next 14 days.
Process
SQL: Querying book and reader data
Business Type: Digital Library Application Development Startup
Description
Connect to a database of books, publishers, authors, and customer ratings and book reviews to generate a value proposition for a new product (book purchase and digital reading application) based on descriptive statistics, trending authors, publishers, titles, and reviews.
Process
Python, Jupyter, Project IDX
- Create a virtual environment
- For local work: Install
Python 3.11.8 - For Cloud work: Set/enable the packages
pkgs.python311,pkgs.python311Packages.pipin the .idx/dev.nix file. - Install
requirements.txt
Note:
This project was carried out within the Project IDX environment (by Google) based on Nix.
A virtual environment was used to utilize Python version 3.11.8 supported by the environment and other libraries for data analysis.
The requirements.txt file contains detailed dependencies used in the project to function in the IDX environment.
The .idx/dev.nix file contains the package configuration to be used, which are: pkgs.python311, pkgs.python311Packages.pip.