SlideShare ist ein Scribd-Unternehmen logo
1 von 14
Downloaden Sie, um offline zu lesen
1
© 2021  InfluxData Inc. All Rights Reserved.
© 2021  InfluxData Inc. All Rights Reserved.
ML-Based Data-Driven Software
Development with InfluxDB 2.0
Hari Prasad Sudharshan
Ezhilmathy Shanmugam Veeramani
2
© 2021  InfluxData Inc. All Rights Reserved.
© 2021  InfluxData Inc. All Rights Reserved.
Every city has its own problems to solve; ours had its own.
3
© 2021  InfluxData Inc. All Rights Reserved.
© 2021  InfluxData Inc. All Rights Reserved.
Everything (development) has a cost.
4
© 2021  InfluxData Inc. All Rights Reserved.
© 2021  InfluxData Inc. All Rights Reserved.
City Problem- 1:4 times more rain (inches) than LA. On average, 1 inch more than Seattle annually.
: 40 inches in 60 days is the problem.
5
© 2021  InfluxData Inc. All Rights Reserved.
© 2021  InfluxData Inc. All Rights Reserved.
6
© 2021  InfluxData Inc. All Rights Reserved.
© 2021  InfluxData Inc. All Rights Reserved.
Motivation : As a beneficiary of the Development in the city (home). I
was part of the problem too. I felt compelled to give back.
• Constants -- Lake capacity, expected Water from Telugu Ganga Canal.
Variables -- Daily water level, daily water consumption, evaporation
co-efficient, surface temperature, rainfall data, water received from Telugu
Ganga Canal.
Started with Excel sheet, moved to SQL. I was on the lookout for a DB that
would make my job easier. Thanks to Google algorithms & SEO of InfluxDB, I
was frequently seeing InfluxDB.
• Requirement: I had to map every variable with respect to time, Influx made
it absolutely simple.
• Status: The open data on variables was blocked in 2019 as we approached
zero day. Collecting data since 1960s, working on anomaly detection, early
detection of drought with available data.
7
© 2021  InfluxData Inc. All Rights Reserved.
© 2021  InfluxData Inc. All Rights Reserved.
Pitchdarkdata : An attempt to create visibility to our blind spots.
Who is it for?
Anyone who uses Gerrit: Free, web-based team code collaboration tool developed by Google.
Android OSS development is a notable project on Gerrit platform.
What’s it for?
Provide Engineering analytics and deeper SDLC insights (blind spots) that get buried within
Jira (business cases). Jira/Project Management insights are important but they have a top
view foot above.
How is it done today? What are the limits of current practice?
Emails, gut feeling, Jira data is what’s driving most Org today. There are tools for Engineering
Analytics, but they are expensive & not tailor-made.
Most organizations do not know what is happening under the hood (blind spot).
What are we trying to do?
Democratize data in favor of those who really get the work done. Developers are the heavy
lifters.
What difference will it make ?
Give recognition where it is due, know your bottleneck with data not with emails (biased), PPT
(biased). Provide accurate actionable feedback to developers, Scrum Masters towards
Organizational goals. A great Engineer need not be left behind because of lack of
communication/marketing skills. The system will complement the lack of insight (blind spot).
8
© 2021  InfluxData Inc. All Rights Reserved.
© 2021  InfluxData Inc. All Rights Reserved.
Code
Gerrit (Code
collaborator)
Jenkins-Maven
(Build, Unit
Test)
SonarQube
(Static
analyser)
Master
Pitchdarkdata Design: InfluxDB + Flux queries + Custom API
to scrape data from all sources to provide Engineering Intelligence
InfluxDB +
Custom API
Visualize
Infer
Take action
9
© 2021  InfluxData Inc. All Rights Reserved.
© 2021  InfluxData Inc. All Rights Reserved.
How do developers commit w.r.t Time. Inferences
Merged
Commits
New
Commits
New Feature
Bug Fix
Enhancement
Build Passes
(UT, Static
Analysis)
Code Reviewed
Functionality
Available
10
© 2021  InfluxData Inc. All Rights Reserved.
© 2021  InfluxData Inc. All Rights Reserved.
1 Month Window to infer patterns
New (today)
Backlog (New +
Old)
Merge
11
© 2021  InfluxData Inc. All Rights Reserved.
© 2021  InfluxData Inc. All Rights Reserved.
Growth Trajectory of Repo (LOC)
Linear Projection : Half a million more lines to manage in 10 months
New features
Code Optimization
Bug fix
Obsolete features
Dead code (unused)
Modularize
(common code)
Identify duplication
12
© 2021  InfluxData Inc. All Rights Reserved.
© 2021  InfluxData Inc. All Rights Reserved.
Velocity of SDLC, Feedback KPI, Response Time.
Analyse your key bottleneck.
Delight
customers
Quick
& quality
feedback
Develop
13
© 2021  InfluxData Inc. All Rights Reserved.
© 2021  InfluxData Inc. All Rights Reserved.
References
Code Sources :
1. Scraper code
2. Flux queries + Flux logic
3. Dashboard screenshots
3. Export Templates
GitHub : https:/
/github.com/pitchdarkdata/InfluxDays2021_Demo
Water sources:
https:/
/chennaimetrowater.tn.gov.in/watersupplysystem.html
http:/
/123.63.203.150/public/lake.htm
Picture credits:
https:/
/www.dtnext.in/News/City/2016/02/02002439/PWD-plans-link-canals-between-major-water-bodies-serving.vpf
https:/
/www.weather-forecast.com/locations/Madras/photos/5621
https:/
/theculturetrip.com/asia/india/articles/7-things-to-do-on-a-rainy-day-in-chennai/
https:/
/www.viator.com/Chennai-attractions/Marina-Beach/overview/d4624-a14736
https:/
/mobile.twitter.com/i/web/status/1427284727073890305
Chennai SaaS Capital of India :
https:/
/www.crayondata.com/heres-why-chennai-is-the-saas-capital-of-india/
https:/
/timesofindia.indiatimes.com/business/india-business/a-silent-saas-revolution-is-brewing-in-chennai/articleshow/67583586.cms
https:/
/www.deccanchronicle.com/nation/politics/111018/chennai-is-saas-capital-of-india-edappadi-k-palaniswami.html
https:/
/www.forbes.com/sites/aayushipratap/2021/09/22/inside-freshworks-rise-from-india-enterprise-tech-startup-to-10-billion-ipo/?sh=6f15afa235b1
14
© 2021  InfluxData Inc. All Rights Reserved.
Questions?

Weitere ähnliche Inhalte

Was ist angesagt?

Russ Savage [Ngrok] | InfluxDB QuickStart | InfluxDays NA 2021
Russ Savage [Ngrok] | InfluxDB QuickStart | InfluxDays NA 2021Russ Savage [Ngrok] | InfluxDB QuickStart | InfluxDays NA 2021
Russ Savage [Ngrok] | InfluxDB QuickStart | InfluxDays NA 2021InfluxData
 
Paul Dix [InfluxData] | InfluxDays Keynote: Future of InfluxDB | InfluxDays N...
Paul Dix [InfluxData] | InfluxDays Keynote: Future of InfluxDB | InfluxDays N...Paul Dix [InfluxData] | InfluxDays Keynote: Future of InfluxDB | InfluxDays N...
Paul Dix [InfluxData] | InfluxDays Keynote: Future of InfluxDB | InfluxDays N...InfluxData
 
Three Ways InfluxDB Enables You to Use Time Series Data Across Your Entire En...
Three Ways InfluxDB Enables You to Use Time Series Data Across Your Entire En...Three Ways InfluxDB Enables You to Use Time Series Data Across Your Entire En...
Three Ways InfluxDB Enables You to Use Time Series Data Across Your Entire En...InfluxData
 
Timothy Spann [StreamNative] | Using FLaNK with InfluxDB for EdgeAI IoT at Sc...
Timothy Spann [StreamNative] | Using FLaNK with InfluxDB for EdgeAI IoT at Sc...Timothy Spann [StreamNative] | Using FLaNK with InfluxDB for EdgeAI IoT at Sc...
Timothy Spann [StreamNative] | Using FLaNK with InfluxDB for EdgeAI IoT at Sc...InfluxData
 
Virtual training intro to InfluxDB - June 2021
Virtual training  intro to InfluxDB  - June 2021Virtual training  intro to InfluxDB  - June 2021
Virtual training intro to InfluxDB - June 2021InfluxData
 
Upgrading Made Easy: Moving to InfluxDB 2.x or InfluxDB Cloud with Cribl LogS...
Upgrading Made Easy: Moving to InfluxDB 2.x or InfluxDB Cloud with Cribl LogS...Upgrading Made Easy: Moving to InfluxDB 2.x or InfluxDB Cloud with Cribl LogS...
Upgrading Made Easy: Moving to InfluxDB 2.x or InfluxDB Cloud with Cribl LogS...InfluxData
 
Evan Kaplan [InfluxData] | InfluxDays Opening Remarks | InfluxDays EMEA 2021
Evan Kaplan [InfluxData] | InfluxDays Opening Remarks | InfluxDays EMEA 2021Evan Kaplan [InfluxData] | InfluxDays Opening Remarks | InfluxDays EMEA 2021
Evan Kaplan [InfluxData] | InfluxDays Opening Remarks | InfluxDays EMEA 2021InfluxData
 
InfluxDB + Telegraf Operator: Easy Kubernetes Monitoring
InfluxDB + Telegraf Operator: Easy Kubernetes MonitoringInfluxDB + Telegraf Operator: Easy Kubernetes Monitoring
InfluxDB + Telegraf Operator: Easy Kubernetes MonitoringInfluxData
 
Paul Dix [InfluxData] | InfluxDays Opening Keynote | InfluxDays EMEA 2021
Paul Dix [InfluxData] | InfluxDays Opening Keynote | InfluxDays EMEA 2021Paul Dix [InfluxData] | InfluxDays Opening Keynote | InfluxDays EMEA 2021
Paul Dix [InfluxData] | InfluxDays Opening Keynote | InfluxDays EMEA 2021InfluxData
 
InfluxDB + Kepware: Start Monitoring Industrial Data Quickly
InfluxDB + Kepware: Start Monitoring Industrial Data QuicklyInfluxDB + Kepware: Start Monitoring Industrial Data Quickly
InfluxDB + Kepware: Start Monitoring Industrial Data QuicklyInfluxData
 
Michael Hall [InfluxData] | InfluxDB Community Update | InfluxDays EMEA 2021
Michael Hall [InfluxData] | InfluxDB Community Update | InfluxDays EMEA 2021Michael Hall [InfluxData] | InfluxDB Community Update | InfluxDays EMEA 2021
Michael Hall [InfluxData] | InfluxDB Community Update | InfluxDays EMEA 2021InfluxData
 
How to Deliver a Critical and Actionable Customer-Facing Metrics Product with...
How to Deliver a Critical and Actionable Customer-Facing Metrics Product with...How to Deliver a Critical and Actionable Customer-Facing Metrics Product with...
How to Deliver a Critical and Actionable Customer-Facing Metrics Product with...InfluxData
 
Nilden Tutular, Volkan Balikci, Uygar Zubari [Eldor Corporation] | MQTT - Mac...
Nilden Tutular, Volkan Balikci, Uygar Zubari [Eldor Corporation] | MQTT - Mac...Nilden Tutular, Volkan Balikci, Uygar Zubari [Eldor Corporation] | MQTT - Mac...
Nilden Tutular, Volkan Balikci, Uygar Zubari [Eldor Corporation] | MQTT - Mac...InfluxData
 
InfluxDB Cloud Product Update
InfluxDB Cloud Product Update InfluxDB Cloud Product Update
InfluxDB Cloud Product Update InfluxData
 
Monitor Kubernetes in Rancher using InfluxData
Monitor Kubernetes in Rancher using InfluxDataMonitor Kubernetes in Rancher using InfluxData
Monitor Kubernetes in Rancher using InfluxDataInfluxData
 
Alex Nauda [Nobl9] | How Not to Build an SLO Platform | InfluxDays NA 2021
Alex Nauda [Nobl9] | How Not to Build an SLO Platform | InfluxDays NA 2021Alex Nauda [Nobl9] | How Not to Build an SLO Platform | InfluxDays NA 2021
Alex Nauda [Nobl9] | How Not to Build an SLO Platform | InfluxDays NA 2021InfluxData
 
Kristina Robinson [InfluxData] | Understand and Visualize Your Data with Infl...
Kristina Robinson [InfluxData] | Understand and Visualize Your Data with Infl...Kristina Robinson [InfluxData] | Understand and Visualize Your Data with Infl...
Kristina Robinson [InfluxData] | Understand and Visualize Your Data with Infl...InfluxData
 
Martin Moucka [Red Hat] | How Red Hat Uses gNMI, Telegraf and InfluxDB to Gai...
Martin Moucka [Red Hat] | How Red Hat Uses gNMI, Telegraf and InfluxDB to Gai...Martin Moucka [Red Hat] | How Red Hat Uses gNMI, Telegraf and InfluxDB to Gai...
Martin Moucka [Red Hat] | How Red Hat Uses gNMI, Telegraf and InfluxDB to Gai...InfluxData
 
Sebastian Spaink [InfluxData] | Layer by Layer: Printing Your Own External In...
Sebastian Spaink [InfluxData] | Layer by Layer: Printing Your Own External In...Sebastian Spaink [InfluxData] | Layer by Layer: Printing Your Own External In...
Sebastian Spaink [InfluxData] | Layer by Layer: Printing Your Own External In...InfluxData
 
David Henthorn [Rose-Hulman Institute of Technology] | Illuminating the Dark ...
David Henthorn [Rose-Hulman Institute of Technology] | Illuminating the Dark ...David Henthorn [Rose-Hulman Institute of Technology] | Illuminating the Dark ...
David Henthorn [Rose-Hulman Institute of Technology] | Illuminating the Dark ...InfluxData
 

Was ist angesagt? (20)

Russ Savage [Ngrok] | InfluxDB QuickStart | InfluxDays NA 2021
Russ Savage [Ngrok] | InfluxDB QuickStart | InfluxDays NA 2021Russ Savage [Ngrok] | InfluxDB QuickStart | InfluxDays NA 2021
Russ Savage [Ngrok] | InfluxDB QuickStart | InfluxDays NA 2021
 
Paul Dix [InfluxData] | InfluxDays Keynote: Future of InfluxDB | InfluxDays N...
Paul Dix [InfluxData] | InfluxDays Keynote: Future of InfluxDB | InfluxDays N...Paul Dix [InfluxData] | InfluxDays Keynote: Future of InfluxDB | InfluxDays N...
Paul Dix [InfluxData] | InfluxDays Keynote: Future of InfluxDB | InfluxDays N...
 
Three Ways InfluxDB Enables You to Use Time Series Data Across Your Entire En...
Three Ways InfluxDB Enables You to Use Time Series Data Across Your Entire En...Three Ways InfluxDB Enables You to Use Time Series Data Across Your Entire En...
Three Ways InfluxDB Enables You to Use Time Series Data Across Your Entire En...
 
Timothy Spann [StreamNative] | Using FLaNK with InfluxDB for EdgeAI IoT at Sc...
Timothy Spann [StreamNative] | Using FLaNK with InfluxDB for EdgeAI IoT at Sc...Timothy Spann [StreamNative] | Using FLaNK with InfluxDB for EdgeAI IoT at Sc...
Timothy Spann [StreamNative] | Using FLaNK with InfluxDB for EdgeAI IoT at Sc...
 
Virtual training intro to InfluxDB - June 2021
Virtual training  intro to InfluxDB  - June 2021Virtual training  intro to InfluxDB  - June 2021
Virtual training intro to InfluxDB - June 2021
 
Upgrading Made Easy: Moving to InfluxDB 2.x or InfluxDB Cloud with Cribl LogS...
Upgrading Made Easy: Moving to InfluxDB 2.x or InfluxDB Cloud with Cribl LogS...Upgrading Made Easy: Moving to InfluxDB 2.x or InfluxDB Cloud with Cribl LogS...
Upgrading Made Easy: Moving to InfluxDB 2.x or InfluxDB Cloud with Cribl LogS...
 
Evan Kaplan [InfluxData] | InfluxDays Opening Remarks | InfluxDays EMEA 2021
Evan Kaplan [InfluxData] | InfluxDays Opening Remarks | InfluxDays EMEA 2021Evan Kaplan [InfluxData] | InfluxDays Opening Remarks | InfluxDays EMEA 2021
Evan Kaplan [InfluxData] | InfluxDays Opening Remarks | InfluxDays EMEA 2021
 
InfluxDB + Telegraf Operator: Easy Kubernetes Monitoring
InfluxDB + Telegraf Operator: Easy Kubernetes MonitoringInfluxDB + Telegraf Operator: Easy Kubernetes Monitoring
InfluxDB + Telegraf Operator: Easy Kubernetes Monitoring
 
Paul Dix [InfluxData] | InfluxDays Opening Keynote | InfluxDays EMEA 2021
Paul Dix [InfluxData] | InfluxDays Opening Keynote | InfluxDays EMEA 2021Paul Dix [InfluxData] | InfluxDays Opening Keynote | InfluxDays EMEA 2021
Paul Dix [InfluxData] | InfluxDays Opening Keynote | InfluxDays EMEA 2021
 
InfluxDB + Kepware: Start Monitoring Industrial Data Quickly
InfluxDB + Kepware: Start Monitoring Industrial Data QuicklyInfluxDB + Kepware: Start Monitoring Industrial Data Quickly
InfluxDB + Kepware: Start Monitoring Industrial Data Quickly
 
Michael Hall [InfluxData] | InfluxDB Community Update | InfluxDays EMEA 2021
Michael Hall [InfluxData] | InfluxDB Community Update | InfluxDays EMEA 2021Michael Hall [InfluxData] | InfluxDB Community Update | InfluxDays EMEA 2021
Michael Hall [InfluxData] | InfluxDB Community Update | InfluxDays EMEA 2021
 
How to Deliver a Critical and Actionable Customer-Facing Metrics Product with...
How to Deliver a Critical and Actionable Customer-Facing Metrics Product with...How to Deliver a Critical and Actionable Customer-Facing Metrics Product with...
How to Deliver a Critical and Actionable Customer-Facing Metrics Product with...
 
Nilden Tutular, Volkan Balikci, Uygar Zubari [Eldor Corporation] | MQTT - Mac...
Nilden Tutular, Volkan Balikci, Uygar Zubari [Eldor Corporation] | MQTT - Mac...Nilden Tutular, Volkan Balikci, Uygar Zubari [Eldor Corporation] | MQTT - Mac...
Nilden Tutular, Volkan Balikci, Uygar Zubari [Eldor Corporation] | MQTT - Mac...
 
InfluxDB Cloud Product Update
InfluxDB Cloud Product Update InfluxDB Cloud Product Update
InfluxDB Cloud Product Update
 
Monitor Kubernetes in Rancher using InfluxData
Monitor Kubernetes in Rancher using InfluxDataMonitor Kubernetes in Rancher using InfluxData
Monitor Kubernetes in Rancher using InfluxData
 
Alex Nauda [Nobl9] | How Not to Build an SLO Platform | InfluxDays NA 2021
Alex Nauda [Nobl9] | How Not to Build an SLO Platform | InfluxDays NA 2021Alex Nauda [Nobl9] | How Not to Build an SLO Platform | InfluxDays NA 2021
Alex Nauda [Nobl9] | How Not to Build an SLO Platform | InfluxDays NA 2021
 
Kristina Robinson [InfluxData] | Understand and Visualize Your Data with Infl...
Kristina Robinson [InfluxData] | Understand and Visualize Your Data with Infl...Kristina Robinson [InfluxData] | Understand and Visualize Your Data with Infl...
Kristina Robinson [InfluxData] | Understand and Visualize Your Data with Infl...
 
Martin Moucka [Red Hat] | How Red Hat Uses gNMI, Telegraf and InfluxDB to Gai...
Martin Moucka [Red Hat] | How Red Hat Uses gNMI, Telegraf and InfluxDB to Gai...Martin Moucka [Red Hat] | How Red Hat Uses gNMI, Telegraf and InfluxDB to Gai...
Martin Moucka [Red Hat] | How Red Hat Uses gNMI, Telegraf and InfluxDB to Gai...
 
Sebastian Spaink [InfluxData] | Layer by Layer: Printing Your Own External In...
Sebastian Spaink [InfluxData] | Layer by Layer: Printing Your Own External In...Sebastian Spaink [InfluxData] | Layer by Layer: Printing Your Own External In...
Sebastian Spaink [InfluxData] | Layer by Layer: Printing Your Own External In...
 
David Henthorn [Rose-Hulman Institute of Technology] | Illuminating the Dark ...
David Henthorn [Rose-Hulman Institute of Technology] | Illuminating the Dark ...David Henthorn [Rose-Hulman Institute of Technology] | Illuminating the Dark ...
David Henthorn [Rose-Hulman Institute of Technology] | Illuminating the Dark ...
 

Ähnlich wie Hari-Prasad Sudharshan [Fujitsu Network Communications] | ML-Based Data-Driven Software Development with InfluxDB 2.0 | InfluxDays NA 2021

ML-Based Data-Driven Software Development with InfluxDB 2.0
ML-Based Data-Driven Software Development with InfluxDB 2.0ML-Based Data-Driven Software Development with InfluxDB 2.0
ML-Based Data-Driven Software Development with InfluxDB 2.0InfluxData
 
Top 10 Trending Technologies To Master In 2021
Top 10 Trending Technologies To Master In 2021Top 10 Trending Technologies To Master In 2021
Top 10 Trending Technologies To Master In 2021LokeshLusifer
 
DataOps - The Foundation for Your Agile Data Architecture
DataOps - The Foundation for Your Agile Data ArchitectureDataOps - The Foundation for Your Agile Data Architecture
DataOps - The Foundation for Your Agile Data ArchitectureDATAVERSITY
 
The Data Platform for Today's Intelligent Applications.pdf
The Data Platform for Today's Intelligent Applications.pdfThe Data Platform for Today's Intelligent Applications.pdf
The Data Platform for Today's Intelligent Applications.pdfNeo4j
 
Predicted! Top Software Development Trends for 2021
Predicted! Top Software Development Trends for 2021Predicted! Top Software Development Trends for 2021
Predicted! Top Software Development Trends for 2021Pixel Crayons
 
How often do Your Machines and People talk? Humanizing the IoT - AWS IoT Web Day
How often do Your Machines and People talk? Humanizing the IoT - AWS IoT Web DayHow often do Your Machines and People talk? Humanizing the IoT - AWS IoT Web Day
How often do Your Machines and People talk? Humanizing the IoT - AWS IoT Web DayAWS Germany
 
Top 7 major trends in full stack development to follow for 2020
Top 7 major trends in full stack development to follow for 2020Top 7 major trends in full stack development to follow for 2020
Top 7 major trends in full stack development to follow for 2020Katy Slemon
 
IoT Architectural Overview - 3 use case studies from InfluxData
IoT Architectural Overview - 3 use case studies from InfluxData IoT Architectural Overview - 3 use case studies from InfluxData
IoT Architectural Overview - 3 use case studies from InfluxData InfluxData
 
Defining a Practical Path to Artificial Intelligence
Defining a Practical Path to Artificial Intelligence Defining a Practical Path to Artificial Intelligence
Defining a Practical Path to Artificial Intelligence Roman Chanclor
 
Significant Changes in Digital Technology with ‘Manufacturing Innovation 3.0’...
Significant Changes in Digital Technology with ‘Manufacturing Innovation 3.0’...Significant Changes in Digital Technology with ‘Manufacturing Innovation 3.0’...
Significant Changes in Digital Technology with ‘Manufacturing Innovation 3.0’...Hong-Seok Kim
 
Agile Kolkata 2023 - Keynote I Managing Disruption, maximizing ROI.... Kripad...
Agile Kolkata 2023 - Keynote I Managing Disruption, maximizing ROI.... Kripad...Agile Kolkata 2023 - Keynote I Managing Disruption, maximizing ROI.... Kripad...
Agile Kolkata 2023 - Keynote I Managing Disruption, maximizing ROI.... Kripad...AgileNetwork
 
What is the future of software development and emerging technologies.pptx
What is the future of software development and emerging technologies.pptxWhat is the future of software development and emerging technologies.pptx
What is the future of software development and emerging technologies.pptxShantanuApurva1
 
Optimizing Security Velocity in Your DevSecOps Pipeline at Scale
Optimizing Security Velocity in Your DevSecOps Pipeline at ScaleOptimizing Security Velocity in Your DevSecOps Pipeline at Scale
Optimizing Security Velocity in Your DevSecOps Pipeline at ScaleDenim Group
 
Top 10 custom software development trends
Top 10 custom software development trends Top 10 custom software development trends
Top 10 custom software development trends Emma Jhonson
 
In real-time: new key success factors
In real-time: new key success factorsIn real-time: new key success factors
In real-time: new key success factorsIDC Italy
 
How to design ai functions to the cloud native infra
How to design ai functions to the cloud native infraHow to design ai functions to the cloud native infra
How to design ai functions to the cloud native infraChun Myung Kyu
 
Tech Trends and Best Practices for 2014
Tech Trends and Best Practices for 2014Tech Trends and Best Practices for 2014
Tech Trends and Best Practices for 2014TechSoup Canada
 
Industrial IoT Market Winter 2018
Industrial IoT Market Winter 2018Industrial IoT Market Winter 2018
Industrial IoT Market Winter 2018Dan Sexton
 

Ähnlich wie Hari-Prasad Sudharshan [Fujitsu Network Communications] | ML-Based Data-Driven Software Development with InfluxDB 2.0 | InfluxDays NA 2021 (20)

ML-Based Data-Driven Software Development with InfluxDB 2.0
ML-Based Data-Driven Software Development with InfluxDB 2.0ML-Based Data-Driven Software Development with InfluxDB 2.0
ML-Based Data-Driven Software Development with InfluxDB 2.0
 
Top 10 Trending Technologies To Master In 2021
Top 10 Trending Technologies To Master In 2021Top 10 Trending Technologies To Master In 2021
Top 10 Trending Technologies To Master In 2021
 
Data Analytics - The Insight
Data Analytics - The InsightData Analytics - The Insight
Data Analytics - The Insight
 
DataOps - The Foundation for Your Agile Data Architecture
DataOps - The Foundation for Your Agile Data ArchitectureDataOps - The Foundation for Your Agile Data Architecture
DataOps - The Foundation for Your Agile Data Architecture
 
The Data Platform for Today's Intelligent Applications.pdf
The Data Platform for Today's Intelligent Applications.pdfThe Data Platform for Today's Intelligent Applications.pdf
The Data Platform for Today's Intelligent Applications.pdf
 
Predicted! Top Software Development Trends for 2021
Predicted! Top Software Development Trends for 2021Predicted! Top Software Development Trends for 2021
Predicted! Top Software Development Trends for 2021
 
How often do Your Machines and People talk? Humanizing the IoT - AWS IoT Web Day
How often do Your Machines and People talk? Humanizing the IoT - AWS IoT Web DayHow often do Your Machines and People talk? Humanizing the IoT - AWS IoT Web Day
How often do Your Machines and People talk? Humanizing the IoT - AWS IoT Web Day
 
Top 7 major trends in full stack development to follow for 2020
Top 7 major trends in full stack development to follow for 2020Top 7 major trends in full stack development to follow for 2020
Top 7 major trends in full stack development to follow for 2020
 
IT Technologies Career perspective
IT Technologies   Career perspectiveIT Technologies   Career perspective
IT Technologies Career perspective
 
IoT Architectural Overview - 3 use case studies from InfluxData
IoT Architectural Overview - 3 use case studies from InfluxData IoT Architectural Overview - 3 use case studies from InfluxData
IoT Architectural Overview - 3 use case studies from InfluxData
 
Defining a Practical Path to Artificial Intelligence
Defining a Practical Path to Artificial Intelligence Defining a Practical Path to Artificial Intelligence
Defining a Practical Path to Artificial Intelligence
 
Significant Changes in Digital Technology with ‘Manufacturing Innovation 3.0’...
Significant Changes in Digital Technology with ‘Manufacturing Innovation 3.0’...Significant Changes in Digital Technology with ‘Manufacturing Innovation 3.0’...
Significant Changes in Digital Technology with ‘Manufacturing Innovation 3.0’...
 
Agile Kolkata 2023 - Keynote I Managing Disruption, maximizing ROI.... Kripad...
Agile Kolkata 2023 - Keynote I Managing Disruption, maximizing ROI.... Kripad...Agile Kolkata 2023 - Keynote I Managing Disruption, maximizing ROI.... Kripad...
Agile Kolkata 2023 - Keynote I Managing Disruption, maximizing ROI.... Kripad...
 
What is the future of software development and emerging technologies.pptx
What is the future of software development and emerging technologies.pptxWhat is the future of software development and emerging technologies.pptx
What is the future of software development and emerging technologies.pptx
 
Optimizing Security Velocity in Your DevSecOps Pipeline at Scale
Optimizing Security Velocity in Your DevSecOps Pipeline at ScaleOptimizing Security Velocity in Your DevSecOps Pipeline at Scale
Optimizing Security Velocity in Your DevSecOps Pipeline at Scale
 
Top 10 custom software development trends
Top 10 custom software development trends Top 10 custom software development trends
Top 10 custom software development trends
 
In real-time: new key success factors
In real-time: new key success factorsIn real-time: new key success factors
In real-time: new key success factors
 
How to design ai functions to the cloud native infra
How to design ai functions to the cloud native infraHow to design ai functions to the cloud native infra
How to design ai functions to the cloud native infra
 
Tech Trends and Best Practices for 2014
Tech Trends and Best Practices for 2014Tech Trends and Best Practices for 2014
Tech Trends and Best Practices for 2014
 
Industrial IoT Market Winter 2018
Industrial IoT Market Winter 2018Industrial IoT Market Winter 2018
Industrial IoT Market Winter 2018
 

Mehr von InfluxData

Announcing InfluxDB Clustered
Announcing InfluxDB ClusteredAnnouncing InfluxDB Clustered
Announcing InfluxDB ClusteredInfluxData
 
Best Practices for Leveraging the Apache Arrow Ecosystem
Best Practices for Leveraging the Apache Arrow EcosystemBest Practices for Leveraging the Apache Arrow Ecosystem
Best Practices for Leveraging the Apache Arrow EcosystemInfluxData
 
How Bevi Uses InfluxDB and Grafana to Improve Predictive Maintenance and Redu...
How Bevi Uses InfluxDB and Grafana to Improve Predictive Maintenance and Redu...How Bevi Uses InfluxDB and Grafana to Improve Predictive Maintenance and Redu...
How Bevi Uses InfluxDB and Grafana to Improve Predictive Maintenance and Redu...InfluxData
 
Power Your Predictive Analytics with InfluxDB
Power Your Predictive Analytics with InfluxDBPower Your Predictive Analytics with InfluxDB
Power Your Predictive Analytics with InfluxDBInfluxData
 
How Teréga Replaces Legacy Data Historians with InfluxDB, AWS and IO-Base
How Teréga Replaces Legacy Data Historians with InfluxDB, AWS and IO-Base How Teréga Replaces Legacy Data Historians with InfluxDB, AWS and IO-Base
How Teréga Replaces Legacy Data Historians with InfluxDB, AWS and IO-Base InfluxData
 
Build an Edge-to-Cloud Solution with the MING Stack
Build an Edge-to-Cloud Solution with the MING StackBuild an Edge-to-Cloud Solution with the MING Stack
Build an Edge-to-Cloud Solution with the MING StackInfluxData
 
Meet the Founders: An Open Discussion About Rewriting Using Rust
Meet the Founders: An Open Discussion About Rewriting Using RustMeet the Founders: An Open Discussion About Rewriting Using Rust
Meet the Founders: An Open Discussion About Rewriting Using RustInfluxData
 
Introducing InfluxDB Cloud Dedicated
Introducing InfluxDB Cloud DedicatedIntroducing InfluxDB Cloud Dedicated
Introducing InfluxDB Cloud DedicatedInfluxData
 
Gain Better Observability with OpenTelemetry and InfluxDB
Gain Better Observability with OpenTelemetry and InfluxDB Gain Better Observability with OpenTelemetry and InfluxDB
Gain Better Observability with OpenTelemetry and InfluxDB InfluxData
 
How a Heat Treating Plant Ensures Tight Process Control and Exceptional Quali...
How a Heat Treating Plant Ensures Tight Process Control and Exceptional Quali...How a Heat Treating Plant Ensures Tight Process Control and Exceptional Quali...
How a Heat Treating Plant Ensures Tight Process Control and Exceptional Quali...InfluxData
 
How Delft University's Engineering Students Make Their EV Formula-Style Race ...
How Delft University's Engineering Students Make Their EV Formula-Style Race ...How Delft University's Engineering Students Make Their EV Formula-Style Race ...
How Delft University's Engineering Students Make Their EV Formula-Style Race ...InfluxData
 
Introducing InfluxDB’s New Time Series Database Storage Engine
Introducing InfluxDB’s New Time Series Database Storage EngineIntroducing InfluxDB’s New Time Series Database Storage Engine
Introducing InfluxDB’s New Time Series Database Storage EngineInfluxData
 
Start Automating InfluxDB Deployments at the Edge with balena
Start Automating InfluxDB Deployments at the Edge with balena Start Automating InfluxDB Deployments at the Edge with balena
Start Automating InfluxDB Deployments at the Edge with balena InfluxData
 
Understanding InfluxDB’s New Storage Engine
Understanding InfluxDB’s New Storage EngineUnderstanding InfluxDB’s New Storage Engine
Understanding InfluxDB’s New Storage EngineInfluxData
 
Streamline and Scale Out Data Pipelines with Kubernetes, Telegraf, and InfluxDB
Streamline and Scale Out Data Pipelines with Kubernetes, Telegraf, and InfluxDBStreamline and Scale Out Data Pipelines with Kubernetes, Telegraf, and InfluxDB
Streamline and Scale Out Data Pipelines with Kubernetes, Telegraf, and InfluxDBInfluxData
 
Ward Bowman [PTC] | ThingWorx Long-Term Data Storage with InfluxDB | InfluxDa...
Ward Bowman [PTC] | ThingWorx Long-Term Data Storage with InfluxDB | InfluxDa...Ward Bowman [PTC] | ThingWorx Long-Term Data Storage with InfluxDB | InfluxDa...
Ward Bowman [PTC] | ThingWorx Long-Term Data Storage with InfluxDB | InfluxDa...InfluxData
 
Scott Anderson [InfluxData] | New & Upcoming Flux Features | InfluxDays 2022
Scott Anderson [InfluxData] | New & Upcoming Flux Features | InfluxDays 2022Scott Anderson [InfluxData] | New & Upcoming Flux Features | InfluxDays 2022
Scott Anderson [InfluxData] | New & Upcoming Flux Features | InfluxDays 2022InfluxData
 
Steinkamp, Clifford [InfluxData] | Closing Thoughts | InfluxDays 2022
Steinkamp, Clifford [InfluxData] | Closing Thoughts | InfluxDays 2022Steinkamp, Clifford [InfluxData] | Closing Thoughts | InfluxDays 2022
Steinkamp, Clifford [InfluxData] | Closing Thoughts | InfluxDays 2022InfluxData
 
Steinkamp, Clifford [InfluxData] | Welcome to InfluxDays 2022 - Day 2 | Influ...
Steinkamp, Clifford [InfluxData] | Welcome to InfluxDays 2022 - Day 2 | Influ...Steinkamp, Clifford [InfluxData] | Welcome to InfluxDays 2022 - Day 2 | Influ...
Steinkamp, Clifford [InfluxData] | Welcome to InfluxDays 2022 - Day 2 | Influ...InfluxData
 
Steinkamp, Clifford [InfluxData] | Closing Thoughts Day 1 | InfluxDays 2022
Steinkamp, Clifford [InfluxData] | Closing Thoughts Day 1 | InfluxDays 2022Steinkamp, Clifford [InfluxData] | Closing Thoughts Day 1 | InfluxDays 2022
Steinkamp, Clifford [InfluxData] | Closing Thoughts Day 1 | InfluxDays 2022InfluxData
 

Mehr von InfluxData (20)

Announcing InfluxDB Clustered
Announcing InfluxDB ClusteredAnnouncing InfluxDB Clustered
Announcing InfluxDB Clustered
 
Best Practices for Leveraging the Apache Arrow Ecosystem
Best Practices for Leveraging the Apache Arrow EcosystemBest Practices for Leveraging the Apache Arrow Ecosystem
Best Practices for Leveraging the Apache Arrow Ecosystem
 
How Bevi Uses InfluxDB and Grafana to Improve Predictive Maintenance and Redu...
How Bevi Uses InfluxDB and Grafana to Improve Predictive Maintenance and Redu...How Bevi Uses InfluxDB and Grafana to Improve Predictive Maintenance and Redu...
How Bevi Uses InfluxDB and Grafana to Improve Predictive Maintenance and Redu...
 
Power Your Predictive Analytics with InfluxDB
Power Your Predictive Analytics with InfluxDBPower Your Predictive Analytics with InfluxDB
Power Your Predictive Analytics with InfluxDB
 
How Teréga Replaces Legacy Data Historians with InfluxDB, AWS and IO-Base
How Teréga Replaces Legacy Data Historians with InfluxDB, AWS and IO-Base How Teréga Replaces Legacy Data Historians with InfluxDB, AWS and IO-Base
How Teréga Replaces Legacy Data Historians with InfluxDB, AWS and IO-Base
 
Build an Edge-to-Cloud Solution with the MING Stack
Build an Edge-to-Cloud Solution with the MING StackBuild an Edge-to-Cloud Solution with the MING Stack
Build an Edge-to-Cloud Solution with the MING Stack
 
Meet the Founders: An Open Discussion About Rewriting Using Rust
Meet the Founders: An Open Discussion About Rewriting Using RustMeet the Founders: An Open Discussion About Rewriting Using Rust
Meet the Founders: An Open Discussion About Rewriting Using Rust
 
Introducing InfluxDB Cloud Dedicated
Introducing InfluxDB Cloud DedicatedIntroducing InfluxDB Cloud Dedicated
Introducing InfluxDB Cloud Dedicated
 
Gain Better Observability with OpenTelemetry and InfluxDB
Gain Better Observability with OpenTelemetry and InfluxDB Gain Better Observability with OpenTelemetry and InfluxDB
Gain Better Observability with OpenTelemetry and InfluxDB
 
How a Heat Treating Plant Ensures Tight Process Control and Exceptional Quali...
How a Heat Treating Plant Ensures Tight Process Control and Exceptional Quali...How a Heat Treating Plant Ensures Tight Process Control and Exceptional Quali...
How a Heat Treating Plant Ensures Tight Process Control and Exceptional Quali...
 
How Delft University's Engineering Students Make Their EV Formula-Style Race ...
How Delft University's Engineering Students Make Their EV Formula-Style Race ...How Delft University's Engineering Students Make Their EV Formula-Style Race ...
How Delft University's Engineering Students Make Their EV Formula-Style Race ...
 
Introducing InfluxDB’s New Time Series Database Storage Engine
Introducing InfluxDB’s New Time Series Database Storage EngineIntroducing InfluxDB’s New Time Series Database Storage Engine
Introducing InfluxDB’s New Time Series Database Storage Engine
 
Start Automating InfluxDB Deployments at the Edge with balena
Start Automating InfluxDB Deployments at the Edge with balena Start Automating InfluxDB Deployments at the Edge with balena
Start Automating InfluxDB Deployments at the Edge with balena
 
Understanding InfluxDB’s New Storage Engine
Understanding InfluxDB’s New Storage EngineUnderstanding InfluxDB’s New Storage Engine
Understanding InfluxDB’s New Storage Engine
 
Streamline and Scale Out Data Pipelines with Kubernetes, Telegraf, and InfluxDB
Streamline and Scale Out Data Pipelines with Kubernetes, Telegraf, and InfluxDBStreamline and Scale Out Data Pipelines with Kubernetes, Telegraf, and InfluxDB
Streamline and Scale Out Data Pipelines with Kubernetes, Telegraf, and InfluxDB
 
Ward Bowman [PTC] | ThingWorx Long-Term Data Storage with InfluxDB | InfluxDa...
Ward Bowman [PTC] | ThingWorx Long-Term Data Storage with InfluxDB | InfluxDa...Ward Bowman [PTC] | ThingWorx Long-Term Data Storage with InfluxDB | InfluxDa...
Ward Bowman [PTC] | ThingWorx Long-Term Data Storage with InfluxDB | InfluxDa...
 
Scott Anderson [InfluxData] | New & Upcoming Flux Features | InfluxDays 2022
Scott Anderson [InfluxData] | New & Upcoming Flux Features | InfluxDays 2022Scott Anderson [InfluxData] | New & Upcoming Flux Features | InfluxDays 2022
Scott Anderson [InfluxData] | New & Upcoming Flux Features | InfluxDays 2022
 
Steinkamp, Clifford [InfluxData] | Closing Thoughts | InfluxDays 2022
Steinkamp, Clifford [InfluxData] | Closing Thoughts | InfluxDays 2022Steinkamp, Clifford [InfluxData] | Closing Thoughts | InfluxDays 2022
Steinkamp, Clifford [InfluxData] | Closing Thoughts | InfluxDays 2022
 
Steinkamp, Clifford [InfluxData] | Welcome to InfluxDays 2022 - Day 2 | Influ...
Steinkamp, Clifford [InfluxData] | Welcome to InfluxDays 2022 - Day 2 | Influ...Steinkamp, Clifford [InfluxData] | Welcome to InfluxDays 2022 - Day 2 | Influ...
Steinkamp, Clifford [InfluxData] | Welcome to InfluxDays 2022 - Day 2 | Influ...
 
Steinkamp, Clifford [InfluxData] | Closing Thoughts Day 1 | InfluxDays 2022
Steinkamp, Clifford [InfluxData] | Closing Thoughts Day 1 | InfluxDays 2022Steinkamp, Clifford [InfluxData] | Closing Thoughts Day 1 | InfluxDays 2022
Steinkamp, Clifford [InfluxData] | Closing Thoughts Day 1 | InfluxDays 2022
 

Kürzlich hochgeladen

Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024The Digital Insurer
 
Boost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdfBoost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdfsudhanshuwaghmare1
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Miguel Araújo
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024Rafal Los
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityPrincipled Technologies
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Drew Madelung
 
What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?Antenna Manufacturer Coco
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)Gabriella Davis
 
A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024Results
 
Artificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsArtificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsJoaquim Jorge
 
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEarley Information Science
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerThousandEyes
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking MenDelhi Call girls
 
Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps ScriptAutomating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Scriptwesley chun
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...apidays
 
Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationScaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationRadu Cotescu
 
Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreternaman860154
 
Factors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptxFactors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptxKatpro Technologies
 
IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsIAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsEnterprise Knowledge
 
Advantages of Hiring UIUX Design Service Providers for Your Business
Advantages of Hiring UIUX Design Service Providers for Your BusinessAdvantages of Hiring UIUX Design Service Providers for Your Business
Advantages of Hiring UIUX Design Service Providers for Your BusinessPixlogix Infotech
 

Kürzlich hochgeladen (20)

Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024
 
Boost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdfBoost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdf
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivity
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
 
What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)
 
A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024
 
Artificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsArtificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and Myths
 
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected Worker
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men
 
Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps ScriptAutomating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Script
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
 
Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationScaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organization
 
Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreter
 
Factors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptxFactors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptx
 
IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsIAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI Solutions
 
Advantages of Hiring UIUX Design Service Providers for Your Business
Advantages of Hiring UIUX Design Service Providers for Your BusinessAdvantages of Hiring UIUX Design Service Providers for Your Business
Advantages of Hiring UIUX Design Service Providers for Your Business
 

Hari-Prasad Sudharshan [Fujitsu Network Communications] | ML-Based Data-Driven Software Development with InfluxDB 2.0 | InfluxDays NA 2021

  • 1. 1 © 2021  InfluxData Inc. All Rights Reserved. © 2021  InfluxData Inc. All Rights Reserved. ML-Based Data-Driven Software Development with InfluxDB 2.0 Hari Prasad Sudharshan Ezhilmathy Shanmugam Veeramani
  • 2. 2 © 2021  InfluxData Inc. All Rights Reserved. © 2021  InfluxData Inc. All Rights Reserved. Every city has its own problems to solve; ours had its own.
  • 3. 3 © 2021  InfluxData Inc. All Rights Reserved. © 2021  InfluxData Inc. All Rights Reserved. Everything (development) has a cost.
  • 4. 4 © 2021  InfluxData Inc. All Rights Reserved. © 2021  InfluxData Inc. All Rights Reserved. City Problem- 1:4 times more rain (inches) than LA. On average, 1 inch more than Seattle annually. : 40 inches in 60 days is the problem.
  • 5. 5 © 2021  InfluxData Inc. All Rights Reserved. © 2021  InfluxData Inc. All Rights Reserved.
  • 6. 6 © 2021  InfluxData Inc. All Rights Reserved. © 2021  InfluxData Inc. All Rights Reserved. Motivation : As a beneficiary of the Development in the city (home). I was part of the problem too. I felt compelled to give back. • Constants -- Lake capacity, expected Water from Telugu Ganga Canal. Variables -- Daily water level, daily water consumption, evaporation co-efficient, surface temperature, rainfall data, water received from Telugu Ganga Canal. Started with Excel sheet, moved to SQL. I was on the lookout for a DB that would make my job easier. Thanks to Google algorithms & SEO of InfluxDB, I was frequently seeing InfluxDB. • Requirement: I had to map every variable with respect to time, Influx made it absolutely simple. • Status: The open data on variables was blocked in 2019 as we approached zero day. Collecting data since 1960s, working on anomaly detection, early detection of drought with available data.
  • 7. 7 © 2021  InfluxData Inc. All Rights Reserved. © 2021  InfluxData Inc. All Rights Reserved. Pitchdarkdata : An attempt to create visibility to our blind spots. Who is it for? Anyone who uses Gerrit: Free, web-based team code collaboration tool developed by Google. Android OSS development is a notable project on Gerrit platform. What’s it for? Provide Engineering analytics and deeper SDLC insights (blind spots) that get buried within Jira (business cases). Jira/Project Management insights are important but they have a top view foot above. How is it done today? What are the limits of current practice? Emails, gut feeling, Jira data is what’s driving most Org today. There are tools for Engineering Analytics, but they are expensive & not tailor-made. Most organizations do not know what is happening under the hood (blind spot). What are we trying to do? Democratize data in favor of those who really get the work done. Developers are the heavy lifters. What difference will it make ? Give recognition where it is due, know your bottleneck with data not with emails (biased), PPT (biased). Provide accurate actionable feedback to developers, Scrum Masters towards Organizational goals. A great Engineer need not be left behind because of lack of communication/marketing skills. The system will complement the lack of insight (blind spot).
  • 8. 8 © 2021  InfluxData Inc. All Rights Reserved. © 2021  InfluxData Inc. All Rights Reserved. Code Gerrit (Code collaborator) Jenkins-Maven (Build, Unit Test) SonarQube (Static analyser) Master Pitchdarkdata Design: InfluxDB + Flux queries + Custom API to scrape data from all sources to provide Engineering Intelligence InfluxDB + Custom API Visualize Infer Take action
  • 9. 9 © 2021  InfluxData Inc. All Rights Reserved. © 2021  InfluxData Inc. All Rights Reserved. How do developers commit w.r.t Time. Inferences Merged Commits New Commits New Feature Bug Fix Enhancement Build Passes (UT, Static Analysis) Code Reviewed Functionality Available
  • 10. 10 © 2021  InfluxData Inc. All Rights Reserved. © 2021  InfluxData Inc. All Rights Reserved. 1 Month Window to infer patterns New (today) Backlog (New + Old) Merge
  • 11. 11 © 2021  InfluxData Inc. All Rights Reserved. © 2021  InfluxData Inc. All Rights Reserved. Growth Trajectory of Repo (LOC) Linear Projection : Half a million more lines to manage in 10 months New features Code Optimization Bug fix Obsolete features Dead code (unused) Modularize (common code) Identify duplication
  • 12. 12 © 2021  InfluxData Inc. All Rights Reserved. © 2021  InfluxData Inc. All Rights Reserved. Velocity of SDLC, Feedback KPI, Response Time. Analyse your key bottleneck. Delight customers Quick & quality feedback Develop
  • 13. 13 © 2021  InfluxData Inc. All Rights Reserved. © 2021  InfluxData Inc. All Rights Reserved. References Code Sources : 1. Scraper code 2. Flux queries + Flux logic 3. Dashboard screenshots 3. Export Templates GitHub : https:/ /github.com/pitchdarkdata/InfluxDays2021_Demo Water sources: https:/ /chennaimetrowater.tn.gov.in/watersupplysystem.html http:/ /123.63.203.150/public/lake.htm Picture credits: https:/ /www.dtnext.in/News/City/2016/02/02002439/PWD-plans-link-canals-between-major-water-bodies-serving.vpf https:/ /www.weather-forecast.com/locations/Madras/photos/5621 https:/ /theculturetrip.com/asia/india/articles/7-things-to-do-on-a-rainy-day-in-chennai/ https:/ /www.viator.com/Chennai-attractions/Marina-Beach/overview/d4624-a14736 https:/ /mobile.twitter.com/i/web/status/1427284727073890305 Chennai SaaS Capital of India : https:/ /www.crayondata.com/heres-why-chennai-is-the-saas-capital-of-india/ https:/ /timesofindia.indiatimes.com/business/india-business/a-silent-saas-revolution-is-brewing-in-chennai/articleshow/67583586.cms https:/ /www.deccanchronicle.com/nation/politics/111018/chennai-is-saas-capital-of-india-edappadi-k-palaniswami.html https:/ /www.forbes.com/sites/aayushipratap/2021/09/22/inside-freshworks-rise-from-india-enterprise-tech-startup-to-10-billion-ipo/?sh=6f15afa235b1
  • 14. 14 © 2021  InfluxData Inc. All Rights Reserved. Questions?