Some describe the essence of Kaggle competitions asfeature engineering supplemented by model tuning and ensemble learning. Yes, that makes a lot of sense.Feature engineering gets your very far.Yet it is how well
Then you need to start practicing, i.e., programming some learning algorithms yourself and playing with them on data, try to compete in some Kaggle competitions, for example. Try to become an expert at optimizing hyper-parameters and choosing models appropriately. In parallel, continue reading. ...
Random Froests has proven a great efficiency in Kaggle competitions. For more details about why ensemble methods perform well, you can refer to these posts: http://mlwave.com/kaggle-ensembling-guide/ http://www.overkillanalytics.net/more-is-always-better-the-power-of-simple-ensembles/ Back ...
How to create and use groups on Kaggle Overview Groups allow anyone in the community to easily share Kaggle resources (notebooks, datasets and models) with a group of members. Unlike organizations on Kaggle, groups can never own resources. Creating a group Anyone with a Kaggle account can creat...
Prizes can include cash rewards, job opportunities, or other incentives provided by the competition host.Overall, Kaggle competitions provide a platform for data scientists and machine learning enthusiasts to showcase their skills, learn from each other, and contribute to solving real-world problems ...
The Titanic Survivor Prediction challenge is an incredibly popular project for practicing machine learning. In fact, it's the most popular competition on Kaggle.com. We love this project as a starting point because there's a wealth of great tutorials out there. You can take a peek into the ...
Somdeb Sarkhel's answer to How much of the statistics is enough for a machine learning enthusiast and data scientist with no statistical background to come up with good ML models and also excel in Kaggle competitions? http://courses.washington.edu/cs... ...
3.4. What other lines on a CV can show machine learning skills? Taking part in machine learning competitions can also be a great advantage. Platforms such as Kaggle.com, topcoder.com, crowdai.org, and knowledgepit.ml all offer the chance to compete for awards in the space. ...
Retain the new talent.With so many new digital employees in their ranks, companies need to create an environment in which these individuals will want to stay for the long term. They can do so by, for example, providing ongoing learning opportunities and interesting career paths. Google and Pro...
But how do you configure gradient boosting on your problem? In this post you will discover how you can configure gradient boosting on your machine learning problem by looking at configurations reported in books, papers and as a result of competitions. ...