In a bid to deliver wind analytics to hurry, ReNew Energy, one of many main renewable vitality corporations in India, in partnership with MachineHack, is launching a knowledge science hiring hackathon scheduled from August 19, 2022, to September 9, 2022.
The information science hiring hackathon supplies information professionals with an thrilling alternative to show their capabilities and get an opportunity to work with ReNew Energy. The candidates would additionally stand an opportunity to win prizes like iPhone 13, iPad Air, Samsung Galaxy Watch 4–42mm, Alexa Echo Present 8 and extra.
So register as we speak!
Drawback assertion and outline
Unplanned downtime of wind generators may end up in a major lack of income and vitality. Due to this fact, it is very important predict and flag the failure of parts to forestall additional loss and carry out upkeep earlier than the onset of full failure, which in flip requires alternative of the parts and incur larger prices.
Furthermore, condition-based monitoring techniques depend on supervisory management and information acquisition (SCADA) techniques to foretell faults and get priceless insights into turbine efficiency.
On this hackathon, ReNew Energy shared minute-wise normalised information of wind velocity, energy and temperature information for a number of parts of a wind turbine. The corporate is trying to create a mannequin to get an ideally functioning turbine’s anticipated rotor bearing temperature. It’ll then use the mannequin to examine the deviation of the particular rotor bearing temperature of the defective turbine from the anticipated temperature.
** It’s to be observe
START DATE: nineteenth August
END DATE: ninth September
Click on right here to take part within the hackathon
MachineHack and ReNew Energy have created a coaching dataset of 909604 rows with 16 columns and a testing dataset of 303202 rows with 15 columns to resolve the prediction drawback.
Submission tips
Sklearn fashions assist the predict() methodology to generate the anticipated values
The participant ought to submit a .csv file with precisely 3,03,202 rows with 1 column [“Target”]. The submission will return an Invalid Rating when you’ve got additional rows or columns.
** The file ought to have precisely 1 column.
Analysis standards
The analysis of the hackathon can be undertaken utilizing the Imply Absolute Proportion Error. One can use sklearn.metrics.mean_absolute_percentage_error to calculate the identical.
The hackathon would additionally assist non-public and public leaderboards, the place the general public leaderboard can be evaluated on 30% of take a look at information. Then again, the non-public leaderboard can be accessible on the finish of the hackathon and assessed on 100% of the take a look at information.
Ultimate rating can be 70* [Leaderbaord (100% of test dataset)] + 30* [Solution Approach]
START DATE: nineteenth August
END DATE: ninth September
Click on right here to take part within the hackathon
Prizes
Prime 25 candidates on the general public leaderboard will get an opportunity to be interviewed/employed by ReNew Energy. ReNew Energy will choose the highest three (3) winners, alongside weekly winners, primarily based on given standards.
** Notice: There can be two weekly winners for the primary two weeks. This additionally makes it seemingly for the candidates to win two prizes (weekly prize + winner’s prize)
First prize: iPhone 13 (128GB)
Second value: iPad Air, WiFi (64GB)
Third prize: Samsung Galaxy Watch 4 – 42mm
Weekly winners (whole 2): Alexa Echo Present 8
Dataset particulars
- Prepare: 909604 rows x 16 columns
- Take a look at: 303202 rows x 15 columns
- Pattern Submission.csv — Please examine the ‘Analysis’ part on the MachineHack internet web page for extra particulars on producing a legitimate submission.
To know extra concerning the attributes, click on right here.
START DATE: nineteenth August
END DATE: ninth September
Click on right here to take part within the hackathon
