learn Data Science by doing

learn Data Science by doing…
Here is a list of hands-on tutorials. Collected under a condition that it contains end to end practical steps starting from a data set and ending with the data science deliverable…

Have a joyful learning…

Kaggle solution to competition (Denoising Dirty Documents – Image Processing)
http://blog.kaggle.com/…/image-processing-machine-learning…/

All parts here:
https://colinpriest.com/…/01/denoising-dirty-documents-par…/
https://colinpriest.com/…/07/denoising-dirty-documents-par…/
https://colinpriest.com/…/14/denoising-dirty-documents-par…/
https://colinpriest.com/…/21/denoising-dirty-documents-par…/
https://colinpriest.com/…/28/denoising-dirty-documents-par…/
https://colinpriest.com/…/07/denoising-dirty-documents-par…/
https://colinpriest.com/…/23/denoising-dirty-documents-par…/
https://colinpriest.com/…/02/denoising-dirty-documents-par…/
https://colinpriest.com/…/15/denoising-dirty-documents-par…/
https://colinpriest.com/…/denoising-dirty-documents-part-10/
https://colinpriest.com/…/denoising-dirty-documents-part-11/
https://colinpriest.com/…/an-even-dozen-denoising-dirty-do…/

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Kaggle Solution for Second Annual Data Science Bowl: Automatically Finding the Heart Location in an MRI Image

Part 1:
https://colinpriest.com/…/second-annual-data-science-bowl-…/

Part 2:
https://colinpriest.com/…/second-annual-data-science-bowl-…/

Part 3:
https://colinpriest.com/…/second-annual-data-science-bowl-…/

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Kaggle Titanic Solution in R
https://www.kaggle.com/c/…/detai…/new-getting-started-with-r

and in Python
https://www.kaggle.com/…/details/getting-started-with-python

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Predicting SAT scores for New York Schools
http://blog.kaggle.com/…/getting-started-with-pandas-predi…/

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Diagnosing Heart Diseases 
http://blog.kaggle.com/…/diagnosing-heart-diseases-with-de…/

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Analytics Vidhya Case Study: Optimize Pricing for online vendor:
http://www.analyticsvidhya.com/…/solving-case-study-optimi…/

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Learn Analytics With Complete Case Study:
Part 1:
http://www.analyticsvidhya.com/…/learn-analytics-business-…/
Part 2:
http://www.analyticsvidhya.com/…/learn-analytics-business-…/

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Conjoint analysis with R
http://www.analyticsvidhya.com/…/beginner-tutorial-conjoin…/

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Kaggle solution: Text analytics:
http://www.analyticsvidhya.com/…/kaggle-solution-cooking-t…/

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Update: 28-July-2016:
Spam filtering using Python:
http://radimrehurek.com/data_science_python/

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Open source list of tutorials with links end-to-end:
https://github.com/donnemart…/data-science-ipython-notebooks

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Complete series for Kaggle competition 
http://brettromero.com/wo…/category/technology/data-science/

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Open source index for Data Science practical lessons:
https://github.com/open-source-society/data-science

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Update 23rd April – 2017:

Kaggle All State Purchase Prediction:
https://www.kaggle.com/c/allstate-purchase-prediction-chall…

Solution in R:
https://github.com/B1aine/kaggle-allstate

Solution in Python:
https://github.com/alzmcr/allstate

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Kaggle MLSP Birds Classification:
https://www.kaggle.com/c/mlsp-2013-birds

Solution:
https://github.com/gaborfodor/MLSP_2013

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Kaggle Galaxy Zoo Challenge:
https://www.kaggle.com/c/galaxy-zoo-the-galaxy-challenge

Solution in Python:
https://github.com/benanne/kaggle-galaxies

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Kaggle Large Scale Hierarchical Text Classification:
https://www.kaggle.com/c/lshtc

Solution in C++ (WoW – 3rd Place Winner):
https://github.com/nagadomi/kaggle-lshtc

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Another great list of competitions with answers:
http://www.chioka.in/kaggle-competition-solutions/

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To be continued…
Please share your links and I’ll add it…

Posted By: Ahmed Zareef

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