torta24x / machinelearningchallenge

Open Challenge for hiring at drivebuddyAI for AI/ML/DS positions.

Welcome to drivebuddyAI ML data pre-processing challenge

The goal here is to train a model that can classify whether a given data i.e {image , json_meta} is an image of pavbhaji or not

Challenge task

The goal is to do data processing and data analysis.

GIVEN :

The data dir consists of data scraped from instagram for post that have #pavbhaji in their description or comment.

dataset.zip
    |
 dataset
     |--- images
             |--- 0 (pavbhaji images)
             |--- 1 (non-pavbhaji images)
     |--- pavbhaji.json (post meta data)

Where json file consist of entries for post and its metadata.

TASK:

• Analyse and generate a report for the given data and your insights for the same.
• List down features and their relevance for training a classification model.
• Get data ready for training pre-processing

Deliverable

Send the fallowing deliverables to [email protected]:

• Source Code (.py or .ipynb)
• Data analysis report.
• What are the challenges you faced while working on the data?
• How did you overcome those and what approach you try to solve the problem?

Evaluation

We will evaluate you based on

• Your Coding skill as well as familiarity with ML libraries
• Your understanding of data and extracted features.
• Time Taken to Solve the Problem

Follow us on Twitter and Tag us @drivebuddyAI if you have completed the challenge and we'll call you for a coffee.