PyKachchh 2016 - Talk - Data Analytics with Pandas and Numpy - Python

1. (c) PyKutch-2016 - Chetan Khatri
Data Analytics with NumPy and
Pandas [ Python ]
PyKutch 2016
Chetan Khatri
Principal Engineer Data & Machine Learning
Nazara Games

2. (c) PyKutch-2016 - Chetan Khatri
“Data is the new crude oil”

3. (c) PyKutch-2016 - Chetan Khatri
Buzzwords
● Big Data
● Data Science
● Data Scientist
● Data Analytics
● Machine Learning
● Deep Learning
● Internet of Things (IoT)

4. (c) PyKutch-2016 - Chetan Khatri

5. (c) PyKutch-2016 - Chetan Khatri
Opportunities
● Finance
● Marketing
● Telco
● Education
● Research
● Healthcare
● All of them, everybody do Data Analytics!

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Opportunities

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Data Analytics – Opportunities

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Data Analytics – Opportunities

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Data Analytics – Opportunities

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Data Analytics – Opportunities

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Data Analytics – Opportunities

12. (c) PyKutch-2016 - Chetan Khatri
Data Analytics – Opportunities

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Data Analytics – Opportunities

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Data Analytics – Opportunities

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Data Analytics – Opportunities

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Data Analytics – Opportunities

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Data Analytics – Opportunities

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Data Analytics – Opportunities

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Data Analytics – Opportunities

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Data Analytics – Opportunities

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Data Analytics – Opportunities

22. (c) PyKutch-2016 - Chetan Khatri
Data Analytics – Opportunities

23. (c) PyKutch-2016 - Chetan Khatri
Data Analytics – Opportunities

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Data Analytics – Opportunities

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Data Analytics – Opportunities

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Data Analytics – Opportunities

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Data Analytics – Opportunities

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Data Analytics – Opportunities

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Data Analytics – Opportunities

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Data Analytics – Opportunities

31. (c) PyKutch-2016 - Chetan Khatri

32. (c) PyKutch-2016 - Chetan Khatri
Opportunities in INDIA
● India's IT outsourcing firms are betting on U.S. President Barack
Obama's healthcare reform to rev up revenue growth which is slowing
as the $146 billion industry's key financial and manufacturing clients
spend less on software services.
● The United States is the biggest market for the outsourcing industry,
which is dominated by Tata Consultancy Services Ltd , Infosys Ltd
and Wipro Ltd.

33. (c) PyKutch-2016 - Chetan Khatri
Data Analytics
● Understand the Business
● Understand the Data
● Cleanse the Data
● Do Analytics the Data
● Predict the Data
● Visualize the data
● Build Insight that helps to grow Business Revenue
● Explain to Executive (CxO)
● Take Decision
● Increase Revenue

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35. (c) PyKutch-2016 - Chetan Khatri
Data Analytics Life Cycle
CEO
Product
Manager
Product
Manager
Head,
Analytics
Data
Engineer
Data
Modeler
MIS

36. (c) PyKutch-2016 - Chetan Khatri
What My CEO wants ??
1. DAU (single/multiplayer/both)
2. MAU (single/multiplayer/both)
3. DAU/MAU (stickiness)
4. Average Session length (single/multiplayer/both)
5. Average Session per user (single/multiplayer/both)
6. Retention (D1-D7-D15)
7. Average Drop-off Distance by Day
8. Save me by laddoos, Save me close.

37. (c) PyKutch-2016 - Chetan Khatri

38. (c) PyKutch-2016 - Chetan Khatri
Hands On
1. Weed USA
2. Titanic Sinking
3. Community! Find Partner

39. (c) PyKutch-2016 - Chetan Khatri
Thank you.
● Q & A ??
- Chetan Khatri, Principal Engineer – Data &
Machine Learning.
Nazara Technologies Pvt. Ltd