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

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!
  • 6.
    (c) PyKutch-2016 -Chetan Khatri Opportunities
  • 7.
    (c) PyKutch-2016 -Chetan Khatri Data Analytics – Opportunities
  • 8.
    (c) PyKutch-2016 -Chetan Khatri Data Analytics – Opportunities
  • 9.
    (c) PyKutch-2016 -Chetan Khatri Data Analytics – Opportunities
  • 10.
    (c) PyKutch-2016 -Chetan Khatri Data Analytics – Opportunities
  • 11.
    (c) PyKutch-2016 -Chetan Khatri Data Analytics – Opportunities
  • 12.
    (c) PyKutch-2016 -Chetan Khatri Data Analytics – Opportunities
  • 13.
    (c) PyKutch-2016 -Chetan Khatri Data Analytics – Opportunities
  • 14.
    (c) PyKutch-2016 -Chetan Khatri Data Analytics – Opportunities
  • 15.
    (c) PyKutch-2016 -Chetan Khatri Data Analytics – Opportunities
  • 16.
    (c) PyKutch-2016 -Chetan Khatri Data Analytics – Opportunities
  • 17.
    (c) PyKutch-2016 -Chetan Khatri Data Analytics – Opportunities
  • 18.
    (c) PyKutch-2016 -Chetan Khatri Data Analytics – Opportunities
  • 19.
    (c) PyKutch-2016 -Chetan Khatri Data Analytics – Opportunities
  • 20.
    (c) PyKutch-2016 -Chetan Khatri Data Analytics – Opportunities
  • 21.
    (c) PyKutch-2016 -Chetan Khatri Data Analytics – Opportunities
  • 22.
    (c) PyKutch-2016 -Chetan Khatri Data Analytics – Opportunities
  • 23.
    (c) PyKutch-2016 -Chetan Khatri Data Analytics – Opportunities
  • 24.
    (c) PyKutch-2016 -Chetan Khatri Data Analytics – Opportunities
  • 25.
    (c) PyKutch-2016 -Chetan Khatri Data Analytics – Opportunities
  • 26.
    (c) PyKutch-2016 -Chetan Khatri Data Analytics – Opportunities
  • 27.
    (c) PyKutch-2016 -Chetan Khatri Data Analytics – Opportunities
  • 28.
    (c) PyKutch-2016 -Chetan Khatri Data Analytics – Opportunities
  • 29.
    (c) PyKutch-2016 -Chetan Khatri Data Analytics – Opportunities
  • 30.
    (c) PyKutch-2016 -Chetan Khatri 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
  • 34.
    (c) PyKutch-2016 -Chetan Khatri
  • 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