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(c) PyKutch-2016 - Chetan Khatri
Data Analytics with NumPy and Pandas [ Python ]
PyKutch 2016
Chetan Khatri
Principal Engineer Data & Machine Learning Nazara Games
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(c) PyKutch-2016 - Chetan Khatri
Buzzwords
● Big Data● Data Science● Data Scientist● Data Analytics● Machine Learning● Deep Learning● Internet of Things (IoT)
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(c) PyKutch-2016 - Chetan Khatri
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(c) PyKutch-2016 - Chetan Khatri
Opportunities
● Finance● Marketing● Telco● Education● Research● Healthcare● All of them, everybody do Data Analytics!
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(c) PyKutch-2016 - Chetan Khatri
Opportunities
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(c) PyKutch-2016 - Chetan Khatri
Data Analytics – Opportunities
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(c) PyKutch-2016 - Chetan Khatri
Data Analytics – Opportunities
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(c) PyKutch-2016 - Chetan Khatri
Data Analytics – Opportunities
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(c) PyKutch-2016 - Chetan Khatri
Data Analytics – Opportunities
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(c) PyKutch-2016 - Chetan Khatri
Data Analytics – Opportunities
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(c) PyKutch-2016 - Chetan Khatri
Data Analytics – Opportunities
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(c) PyKutch-2016 - Chetan Khatri
Data Analytics – Opportunities
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(c) PyKutch-2016 - Chetan Khatri
Data Analytics – Opportunities
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(c) PyKutch-2016 - Chetan Khatri
Data Analytics – Opportunities
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(c) PyKutch-2016 - Chetan Khatri
Data Analytics – Opportunities
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(c) PyKutch-2016 - Chetan Khatri
Data Analytics – Opportunities
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(c) PyKutch-2016 - Chetan Khatri
Data Analytics – Opportunities
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(c) PyKutch-2016 - Chetan Khatri
Data Analytics – Opportunities
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(c) PyKutch-2016 - Chetan Khatri
Data Analytics – Opportunities
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(c) PyKutch-2016 - Chetan Khatri
Data Analytics – Opportunities
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(c) PyKutch-2016 - Chetan Khatri
Data Analytics – Opportunities
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(c) PyKutch-2016 - Chetan Khatri
Data Analytics – Opportunities
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Data Analytics – Opportunities
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(c) PyKutch-2016 - Chetan Khatri
Data Analytics – Opportunities
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(c) PyKutch-2016 - Chetan Khatri
Data Analytics – Opportunities
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(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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(c) PyKutch-2016 - Chetan Khatri
Data Analytics – Opportunities
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(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.
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(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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(c) PyKutch-2016 - Chetan Khatri
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(c) PyKutch-2016 - Chetan Khatri
Data Analytics Life Cycle
CEOProduct ManagerProduct Manager
Head, Analytics
Data Engineer
Data Modeler
MIS
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(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.
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(c) PyKutch-2016 - Chetan Khatri
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(c) PyKutch-2016 - Chetan Khatri
Hands On
1. Weed USA
2. Titanic Sinking
3. Community! Find Partner
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(c) PyKutch-2016 - Chetan Khatri
Thank you.
● Q & A ??
- Chetan Khatri, Principal Engineer – Data & Machine Learning.
Nazara Technologies Pvt. Ltd