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A chance to win prizes worth INR 3 lakh and be a part of Wipro! Sign up for Wipro’s Sustainability Machine Learning Hackathon
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JAN 25, 2022
MachineHack, in association with Wipro, is lining up a two-week long hiring hackathon starting at 6.00 pm IST on 25 January, 2022. The challenge is to build AI/ML models to forecast the Global Horizontal Irradiance (GHI) from the given datasets. The winners stand a chance to bag cash prizes worth INR 3 lakh and get hired by Wipro.
Wipro Limited is a leading global information technology, consulting and business process services firm. The Fortune 500 company mobilises the power of cognitive computing, hyper-automation, robotics, cloud, analytics and emerging technologies to drive digital adoption of their clientele. Wipro is renowned for its comprehensive portfolio of services, strong commitment to sustainability and good corporate citizenship, and has over 220,000 employees serving clients across six continents.
Though a little late in the day, the world is waking up to the deleterious effect of fossil fuels on our environment. As the doomsday clock ticks away, human beings are turning to renewable energy to avert a possible apocalypse. Solar energy is projected to reach $223.3 billion by 2026, growing at a CAGR of 20.5% from 2019 to 2026.
Fortunately, the sun is a well-spring of clean energy. Taking the cue, Wipro, in association with MachineHack, has designed a forecasting challenge to optimise solar power generation using AI/ML models.
A solar power generation company wants to optimise solar power production and needs the prediction model to predict the Clearsky Global Horizontal Irradiance(GHI). The data is ten years at an interval of every 30 mins with the following data points:
[‘Year’, ‘Month’, ‘Day’, ‘Hour’, ‘Minute’, ‘Temperature’, ‘Clearsky DHI’, ‘Clearsky DNI’, ‘Clearsky GHI’, ‘Cloud Type’, ‘Dew Point’, ‘Fill Flag’, ‘Relative Humidity’, ‘Solar Zenith Angle’, ‘Pressure’, ‘Precipitable Water’, ‘Wind Direction’, ‘Wind Speed’]
MachineHackers are required to predict ‘Clearsky DHI’, ‘Clearsky DNI’,’Clearsky GHI’ values for a year for the company to get the maximum yield of the solar energy.
The hackathon is open to data scientists, machine learning practitioners, analytics professionals, and tech enthusiasts at all experience levels. Apart from a chance to win cash prizes, the participants also get the opportunity to improve their Global Leaderboard Rankings and become the ultimate MachineHack GrandMaster. What are you waiting for? The holy grail is just one tap away!
The winners of the hackathon stand a chance to win cash prizes worth up to INR 3 lakh.
MachineHack has created a training dataset of 1,75,296 rows and 18 columns and a testing dataset of 17,520 rows and 15 columns. The hackathon demands a few pre-requisite skills like time series forecasting, multi-label prediction, and the ability to optimise “MSE” to generalise well on unseen data.
Note: Do not shuffle the sequence of the test series.
If you are using pandas, use this submission code:
submission_df.to_csv(‘my_submission_file.csv’, index=False)
The submission will be evaluated using the Mean Squared Error. One can use sklearn.metrics.mean_squared_error to calculate the same
The evaluation will be done using
Wipro’s Sustainability Machine Learning Challenge will select three (3) winners based on the given evaluation criteria. The cash prizes are as follows:
First Prize: INR 1,25,000
Second Prize: INR 1,00,000
Third Prize: INR 75,000
Note:
Attribute Description:
# Train: 1,75,296 rows x 18 columns
Data Attributes:
Skills:
Winners Announcement
Final winners will be notified via email based on an aggregate score of their private leaderboard rankings.
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