MachineHack is again with an thrilling hackathon, and this time, we problem the ladies within the analytics area. As Analytics India Journal prepares itself for the 2nd Version of the Women in Analytics Conference – The Rising 2020, we’re wanting ahead to the ladies knowledge scientists to take part on this thrilling hackathon to face an opportunity to win free passes to the convention. ‘The Rising’ is a platform the place main girls visionaries will dive into the buzzing area of knowledge science and machine studying and share their perspective on tips on how to construct an ideal profession.
Drawback Description
The meals inspection division conducts common inspections of meals high quality for varied eating places within the metropolis. It’s a really effectively documented process, and over time some good quantity of knowledge has been generated out of those inspections.
The inspection division wish to predict the place they need to focus most when it comes to their subsequent inspection schedule in order that they will most optimize their time at hand to catch the worst offenders. Can the previous inspection or any knowledge that they’ve collected predict which facility will cross or fail.
On this hackathon, MachineHack will give you a subset of this dataset with info on meals high quality checks performed on 1000’s of amenities that serve meals throughout a number of cities. Your goal as a knowledge scientist is to foretell whether or not a facility will cross or fail the inspection based mostly on a number of components.
Goal
Construct a predictive mannequin that’s able to predicting the result of an inspection performed in a facility based mostly on the given set of options.
Options :
ID: A singular ID for every inspection
Date: The date at which the inspection was performed in a selected facility
License No: De-identified license quantity for a selected facility
Facility ID: De-identified distinctive facility id for a facility
Facility Title: The encoded title of a facility
Sort: The kind of the ability being inspected
Road: The encoded avenue the place the ability is positioned
Metropolis: The encoded metropolis the place the ability is positioned
State: The encoded state the place the ability is positioned
Location ID: An encoded location characteristic.
Cause: The first purpose for the inspection
Part Violations: Legal guidelines violated by the ability
Threat Degree: The extent of danger the ability possesses to the shoppers.
Geo_Loc: De-identified geolocation of the ability
Inspection_Results: The results of the inspection
Goal Values:
The precise inspection outcomes and their encoded variables are given beneath:
0: ’FACILITY CHANGED’1: ’FAIL’2: ’FURTHER INSPECTION REQUIRED’,3: ’INSPECTION OVERRULED’4: ’PASS’5: ’PASS(CONDITIONAL)’6: ’SHUT-DOWN’
Right here Is What The Knowledge Seems to be Like:
Bounties
Prime Three girls opponents will win free passes to ‘The Rising 2020’.
To know extra about The Rising 2020, click here.
Guidelines
- Prime three girls opponents might be eligible for bounties
- That is a person competitors, and crew participation isn’t allowed
- One account per participant. Submissions from a number of accounts will result in disqualification.
- Customers could submit the answer any variety of occasions earlier than the desired hackathon expiry date.
- You won’t be able to submit when you click on the “Full Hackathon” button. Don’t ignore this characteristic.
- This hackathon is open to all registered customers who’re 18 years or older
- This competitors counts in the direction of our general rating factors.
- We ask that you simply respect the spirit of the competitors and don’t cheat.
Timeline
January 31, 2020 to March 10, 2020
The winners might be finalized on March 10, 2020, at 6 PM IST based mostly on the leaderboard standings.
Analysis
The leaderboard is evaluated utilizing Multi-Class Log loss (Cross-entropy loss) for the participant’s submission.
