How To Initiate Your Kaggle Journey

Kaggle is one of the widely used platforms by data scientists to learn new techniques, compete in competitions, and showcase their skills. For any beginners or practitioners, Kaggle is the go-to platform for advancing their knowledge as well as engaging with other like-minded people through discussions and more. Millions of people from around the world actively use Kaggle for different purposes — learn, compete, and engage. Data science aspirants and practitioners try their hands on numerous competitions, however, only a few people progress in their Kaggle journey as the competition is fierce. Today, there are only 180 Grandmasters, 1,417 Masters, 5,478 Experts, and 54,334 are Contributors on the platform.

Read more: https://analyticsindiamag.com/how-to-initiate-your-kaggle-journey/

#kaggle #techniques #data-science

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How To Initiate Your Kaggle Journey

How To Initiate Your Kaggle Journey

Kaggle is one of the widely used platforms by data scientists to learn new techniques, compete in competitions, and showcase their skills. For any beginners or practitioners, Kaggle is the go-to platform for advancing their knowledge as well as engaging with other like-minded people through discussions and more. Millions of people from around the world actively use Kaggle for different purposes — learn, compete, and engage. Data science aspirants and practitioners try their hands on numerous competitions, however, only a few people progress in their Kaggle journey as the competition is fierce. Today, there are only 180 Grandmasters, 1,417 Masters, 5,478 Experts, and 54,334 are Contributors on the platform.

Read more: https://analyticsindiamag.com/how-to-initiate-your-kaggle-journey/

#kaggle #techniques #data-science

Tackling Kaggle Tasks: Descriptive Analytics on Solar Panel Sites in India

Hello, brave readers, and welcome to a new series of mine called “Tackling Kaggle Tasks”. In this series I will be exploring the vast ocean of data that Kaggle has to offer and completing various tasks that each dataset owner puts forth pertaining to their submitted dataset. For this edition we will be taking on a dataset called “Solar Power Generation Data” submitted by one Ani Kannal. The dataset includes data records of two solar panel plant sites in India over a 34 day period. There are a total of 4 data files, 2 files for each plant site. One file includes that plant site’s power generation data, the second file includes that plant site’s sensor data such as temperature and irradiation levels. The dataset can be found here. The creator of the dataset asks Kaggle users to complete any of a list of four tasks, including Descriptive Analytics, Visualization and Further Exploration, Competition, and Tell a Story. In this article I will outline the process I took in completing the first of the four tasks, Descriptive Analytics.

Part 1 — Load the data, briefly explore each dataset, and understand and explore underlying patterns in the data

I began by creating separate dataframes for the four files provided to me and then analyzing the basic exploration and statistics of each. To do this I created a basic function that printed out a passed in dataframe’s first five rows of data, column names found in the dataframe, number of rows and columns in the dataframe, and a statistical summary of the dataframe, both numeric and non-numeric columns included.

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The function I created to output basic dataframe exploration and statistics

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The outputs I recieved from running each dataframe through the above created function, from top left to bottom right: plant_1_generation_df, plant_1_sensor_df, plant_2_generation_df, plant_2_sensor_df

I then made a list of each column within the dataframes, pulling some information from what the author offered as well as doing some of my own minor research.

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Column names and their descriptions found in the plant_generation data

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Column names and their descriptions found in the plant_sensor data — the link at the bottom is here.

I followed this up by creating pair plots for each of my dataframes, eyeing the results and coming up with a number of base conclusions and hypotheses. First, given the pairplots for both plant_generation sets, I determined that DC power shows a near perfect positive correlation with AC power. This makes sense as the inverter makes the AC power dependent on the amount of DC power — its job is to invert DC to AC. Furthermore, I could see that DC and AC power both contribute to instances of DAILY_YIELD as well as TOTAL_YIELD, which intuitively makes sense as both DAILY_YIELD and TOTAL_YIELD should be direct results of AC/DC power.

#kaggle #data-science #descriptive-analytics #awesomeness #my-journey

aviana farren

aviana farren

1623751806

Initial DEX Offering | Initial DEX Offering Platform | Initial DEX Offering Development

The initial DEX offering platform is currently trending in the blockchain world that benefitted many investors and industries to explore the benefits for their business growth. It is entirely a decentralized platform that overtakes traditional finance systems to satisfy the users with improved processing speed. It is an excellent crowdfunding platform that allows investors to gain high liquidity based on their asset or share value. The user can experience swapping and exchange of IDO tokens in the blockchain-based initial DEX offering platform.

It has integrated smart contracts present in initial DEX offering development to manage the flow of transactions. It is supported with Distributed Ledger Technology (DLT) in the IDO platform for issuing and creating new tokens. The user can experience secure trading, exchange and swapping of IDO tokens. There is no need for gaining central authority permission to proceed with further transactions. The assets can be represented in any form like game, music, or cryptocurrencies.

Advantages of Initial DEX Offering development platform :

  • Investors can gain immediate liquidity and earn high ROI as passive income for their business growth.
  • The initial DEX offering development platform eliminates the need for third parties like banks to benefit the users with less transaction fee and wait time.
  • The smart contracts power the entire initial DEX offering development platform to handle the flow of transactions.
  • It maintains high transparency over user transaction details in the initial DEX offering development platform to gain users’ trust.
  • There is no possibility to make changes or alter user transaction details in the IDO platform.
  • The IDO platform is highly scalable, flexible and customizable based on users requirement or future trends to benefit the investors.
  • It offers the users with private keys to access the transaction details in the initial DEX offering development platform.
  • The initial DEX offering development platform keeps the global users engaged round the clock to experience faster trade and transactions to reap profits.
  • It provides the investors with well-structured features in the IDO platform built using the latest blockchain technology to gain users attention.
  • The IDO platform has integrated security protocols like end-to-end encryption, 2F authentication, and DDoS protection to prevent various hacks.

The initial DEX offering platform is a promising future that benefits investors with high returns in the long run. It is suitable to be adopted by many business firms to increase their business growth. Investors can connect with any blockchain company that is well recognized and has years of experience to build the IDO platform cost-effectively to top the trade market.

#initial dex offering platform #initial dex offering development

Vern  Greenholt

Vern Greenholt

1598236620

Kaggle Beginner Competitions Can Be Cheated

The purpose of this article is to warn new kagglers before they waste their time on trying to get an impossible score. Some kagglers got maximum accuracy with one click. Before we discuss how they did it and why — let’s introduce shortly Kaggle scoring model to understand why would even somebody try to cheat.

Kaggle Progression System

Kaggle is a portal where data scientists, machine learning experts, and analytics can challenge their skills, share knowledge, and take part in various competitions. And it is open to every level of experience — from complete newbie to grandmaster. You can use open datasets to broaden your knowledge, gain kudos/swag, and even win money.

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Some of the available competitions. (Image by author)

Winning competitons, taking part in discusions, and sharing your ideas result in medals. Medals are presented on your profile along with all your achievements.

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#data-science #beginner #kaggle-competition #competition #kaggle #data science

Kaggle Beginner Competitions Can Be Cheated

The purpose of this article is to warn new kagglers before they waste their time on trying to get an impossible score. Some kagglers got maximum accuracy with one click. Before we discuss how they did it and why — let’s introduce shortly Kaggle scoring model to understand why would even somebody try to cheat.

Kaggle Progression System

Kaggle is a portal where data scientists, machine learning experts, and analytics can challenge their skills, share knowledge, and take part in various competitions. And it is open to every level of experience — from complete newbie to grandmaster. You can use open datasets to broaden your knowledge, gain kudos/swag, and even win money.

Image for post

Some of the available competitions. (Image by author)

Winning competitons, taking part in discusions, and sharing your ideas result in medals. Medals are presented on your profile along with all your achievements.

#data-science #beginner #kaggle-competition #competition #kaggle #data science