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The Kaggle experience From a digital analysts’ perspective

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Page 1: The Kaggle experience - Digital analytics meetup, Thessaloniki · Kaggle kernels: a powerful “laptop” on the cloud • 9 hours execution time • 5 Gigabytes of auto-saved disk

The Kaggle experience

From a digital analysts’ perspective

Page 2: The Kaggle experience - Digital analytics meetup, Thessaloniki · Kaggle kernels: a powerful “laptop” on the cloud • 9 hours execution time • 5 Gigabytes of auto-saved disk

HELLO!

I ‘m Alexandros

Independent Consultant

“Data analytics for digital growth”

@alpapag

alex-papageo.com

Page 3: The Kaggle experience - Digital analytics meetup, Thessaloniki · Kaggle kernels: a powerful “laptop” on the cloud • 9 hours execution time • 5 Gigabytes of auto-saved disk

So how does it all work ?

Kaggle started as

a platform for

ML competitions

–now it’s much

more than that

Page 4: The Kaggle experience - Digital analytics meetup, Thessaloniki · Kaggle kernels: a powerful “laptop” on the cloud • 9 hours execution time • 5 Gigabytes of auto-saved disk

Active competitions today

Page 5: The Kaggle experience - Digital analytics meetup, Thessaloniki · Kaggle kernels: a powerful “laptop” on the cloud • 9 hours execution time • 5 Gigabytes of auto-saved disk
Page 6: The Kaggle experience - Digital analytics meetup, Thessaloniki · Kaggle kernels: a powerful “laptop” on the cloud • 9 hours execution time • 5 Gigabytes of auto-saved disk

The data source

Page 7: The Kaggle experience - Digital analytics meetup, Thessaloniki · Kaggle kernels: a powerful “laptop” on the cloud • 9 hours execution time • 5 Gigabytes of auto-saved disk

https://goo.gl/e4ZCBn

Not

everything

went as

expected…

Page 8: The Kaggle experience - Digital analytics meetup, Thessaloniki · Kaggle kernels: a powerful “laptop” on the cloud • 9 hours execution time • 5 Gigabytes of auto-saved disk

My 4 ways

to make

the most of

Kaggle *Remember it’s not just about competing!

Page 9: The Kaggle experience - Digital analytics meetup, Thessaloniki · Kaggle kernels: a powerful “laptop” on the cloud • 9 hours execution time • 5 Gigabytes of auto-saved disk

Datasets • 11

1 15K datasets to explore

Page 10: The Kaggle experience - Digital analytics meetup, Thessaloniki · Kaggle kernels: a powerful “laptop” on the cloud • 9 hours execution time • 5 Gigabytes of auto-saved disk
Page 11: The Kaggle experience - Digital analytics meetup, Thessaloniki · Kaggle kernels: a powerful “laptop” on the cloud • 9 hours execution time • 5 Gigabytes of auto-saved disk

Community • 11

2 of 2.5M Kagglers to interact with

Page 12: The Kaggle experience - Digital analytics meetup, Thessaloniki · Kaggle kernels: a powerful “laptop” on the cloud • 9 hours execution time • 5 Gigabytes of auto-saved disk

Kagglers are mostly professionals

Page 13: The Kaggle experience - Digital analytics meetup, Thessaloniki · Kaggle kernels: a powerful “laptop” on the cloud • 9 hours execution time • 5 Gigabytes of auto-saved disk

The top 10 titles

Page 14: The Kaggle experience - Digital analytics meetup, Thessaloniki · Kaggle kernels: a powerful “laptop” on the cloud • 9 hours execution time • 5 Gigabytes of auto-saved disk

Kaggle progression ladder

Page 15: The Kaggle experience - Digital analytics meetup, Thessaloniki · Kaggle kernels: a powerful “laptop” on the cloud • 9 hours execution time • 5 Gigabytes of auto-saved disk

Compute Power on the Cloud

• 11

3

Page 16: The Kaggle experience - Digital analytics meetup, Thessaloniki · Kaggle kernels: a powerful “laptop” on the cloud • 9 hours execution time • 5 Gigabytes of auto-saved disk

Kaggle kernels: a powerful “laptop” on the cloud

• 9 hours execution time

• 5 Gigabytes of auto-saved

disk space

• 16 Gigabytes of temporary

disk space

• CPU Specifications

– 4 CPU cores

– 17 Gigabytes of RAM

• GPU Specifications

– 2 CPU cores

– 14 Gigabytes of RAM

Page 17: The Kaggle experience - Digital analytics meetup, Thessaloniki · Kaggle kernels: a powerful “laptop” on the cloud • 9 hours execution time • 5 Gigabytes of auto-saved disk

As of 2018: Private kernels possible too

Page 18: The Kaggle experience - Digital analytics meetup, Thessaloniki · Kaggle kernels: a powerful “laptop” on the cloud • 9 hours execution time • 5 Gigabytes of auto-saved disk

Professional Development

• 11

4

Page 19: The Kaggle experience - Digital analytics meetup, Thessaloniki · Kaggle kernels: a powerful “laptop” on the cloud • 9 hours execution time • 5 Gigabytes of auto-saved disk

Getting started with Kaggle

• Explore the datasets

• Start a private project

• Join a learning competition

• Join a regular competition

Page 20: The Kaggle experience - Digital analytics meetup, Thessaloniki · Kaggle kernels: a powerful “laptop” on the cloud • 9 hours execution time • 5 Gigabytes of auto-saved disk

Kaggle provides for you

both the data and the

question to answer

Life outside Kaggle

might not be like this

Remember

though…

Page 21: The Kaggle experience - Digital analytics meetup, Thessaloniki · Kaggle kernels: a powerful “laptop” on the cloud • 9 hours execution time • 5 Gigabytes of auto-saved disk

Take aways

• 15K datasets waiting to be explored

• 2.5M Kagglers to learn from and network with

• Powerful free resources for data science on the cloud

• Can be part of your professional development plan

Page 22: The Kaggle experience - Digital analytics meetup, Thessaloniki · Kaggle kernels: a powerful “laptop” on the cloud • 9 hours execution time • 5 Gigabytes of auto-saved disk

Happy Kaggling

Page 23: The Kaggle experience - Digital analytics meetup, Thessaloniki · Kaggle kernels: a powerful “laptop” on the cloud • 9 hours execution time • 5 Gigabytes of auto-saved disk

THANK YOU!

www.alex-papageo.com/blog

@alpapag

Alexandros Papageorgiou

Page 24: The Kaggle experience - Digital analytics meetup, Thessaloniki · Kaggle kernels: a powerful “laptop” on the cloud • 9 hours execution time • 5 Gigabytes of auto-saved disk

Useful Kaggle Resources

• kaggle.com/datasets

• kaggle.com/discussion

• kaggle.com/kernels

• kaggle.com/jobs

• kaggle.com/learn-forum

• kaggle.com/c/ga-customer-revenue-prediction