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Data Science

The document outlines the tasks for a CODTECH internship, requiring participants to complete four specific data science tasks: data pipeline development, a deep learning project, an end-to-end data science project, and an optimization model. Each task has detailed instructions and deliverables, with a completion certificate issued at the end of the internship. Participants are encouraged to use internet resources, maintain a GitHub repository, and follow group updates for successful task completion.

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Ankita Bansod
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192 views6 pages

Data Science

The document outlines the tasks for a CODTECH internship, requiring participants to complete four specific data science tasks: data pipeline development, a deep learning project, an end-to-end data science project, and an optimization model. Each task has detailed instructions and deliverables, with a completion certificate issued at the end of the internship. Participants are encouraged to use internet resources, maintain a GitHub repository, and follow group updates for successful task completion.

Uploaded by

Ankita Bansod
Copyright
© © All Rights Reserved
We take content rights seriously. If you suspect this is your content, claim it here.
Available Formats
Download as PDF, TXT or read online on Scribd
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CODTECH

INTERNSHIP

TASKS
DATA
SCIENCE
MUST ATTEMPT FOUR OUT
FOUR TASKS
NOTE:

SUBMIT BEFORE DEADLINE

USE INTERNET RESOURCES

FOLLOW GROUP UPDATES

COMPLETION CERTFICATE WILL BE


ISSUED ON Y0UR INTERNSHIP CODTECH
END DATE .
CODTECH

INTERNSHIP
TASK -1
DATA PIPELINE
DEVELOPMENT

INSTRUCTIONS:

CREATE A PIPELINE FOR DATA


PREPROCESSING, TRANSFORMATION, AND
LOADING USING TOOLS LIKE PANDAS AND
SCIKIT-LEARN

DELIVERABLE: A PYTHON SCRIPT OR


NOTEBOOK AUTOMATING THE ETL
PROCESS.

COMPLETION CERTFICATE WILL BE


ISSUED ON Y0UR INTERNSHIP CODTECH
END DATE .
CODTECH

INTERNSHIP
TASK -2
DEEP LEARNING
PROJECT

INSTRUCTIONS:

IMPLEMENT A DEEP LEARNING MODEL FOR


IMAGE CLASSIFICATION OR NATURAL
LANGUAGE PROCESSING USING
TENSORFLOW OR PYTORCH

DELIVERABLE: A FUNCTIONAL MODEL


WITH VISUALIZATIONS OF RESULTS.

COMPLETION CERTFICATE WILL BE


ISSUED ON Y0UR INTERNSHIP CODTECH
END DATE .
CODTECH

INTERNSHIP
TASK -3
END-TO-END
DATA SCIENCE
PROJECT

INSTRUCTIONS:

DEVELOP A FULL DATA SCIENCE PROJECT,


FROM DATA COLLECTION AND
PREPROCESSING TO MODEL DEPLOYMENT
USING FLASK OR FASTAPI.

DELIVERABLE: A DEPLOYED API OR WEB


APP SHOWCASING THE MODEL'S
FUNCTIONALITY.

COMPLETION CERTFICATE WILL BE


ISSUED ON Y0UR INTERNSHIP CODTECH
END DATE .
CODTECH

INTERNSHIP
TASK -4
OPTIMIZATION
MODEL

INSTRUCTIONS:

SOLVE A BUSINESS PROBLEM USING


OPTIMIZATION TECHNIQUES (E.G., LINEAR
PROGRAMMING) AND PYTHON LIBRARIES
LIKE PULP

DELIVERABLE: A NOTEBOOK
DEMONSTRATING THE PROBLEM
SETUP, SOLUTION, AND INSIGHTS.

COMPLETION CERTFICATE WILL BE


ISSUED ON Y0UR INTERNSHIP CODTECH
END DATE .
CODTECH

INSTRUCTIONS
STORE ALL YOUR WORK-RELATED CODE AND FILES IN A
GITHUB REPOSITORY.
MAINTAIN PROPER COMMENTING IN YOUR CODE FOR
BETTER UNDERSTANDING AND READABILITY.
USE RESOURCES LIKE YOUTUBE, GOOGLE, AND CHATGPT
TO HELP YOU COMPLETE TASKS EFFICIENTLY.
FOLLOW THE VIDEO GUIDANCE PROVIDED IN WHATSAPP
WHILE SUBMITTING YOUR TASKS.
COMPLETE ALL FOUR TASKS AND SUBMIT THEM WITHIN
THE DEADLINE WHILE WORKING AT YOUR CONVENIENCE.
INSTRUCTIONS:

COMPLETION CERTFICATE WILL BE


ISSUED ON Y0UR INTERNSHIP CODTECH
END DATE .

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