From Tech in Asia Product Development Conference (Special Stage)  Speaker : Faris Rahman, Co Founder & CTO Nodeflux Get more insightful updates from TIA by subscribe to techin.asia/updateselalu

2. Founders :
Faris Rahman & Meidy Fitranto

3. About

4. COMPUTATION
DATA PROCESSING
Especially
ARTIFICIAL
INTELLIGENCE
DELIVERY
VISUALIZATION
&
API
INPUT
ANY DATA
Text, Audio, Image, Video
Seamless Computation Process.
From data input, data process, to visualization.
Click to watch video
We Start As …

5. We Start As …

6. Pivoting & Market Assessment
AI & Deep Learning

7. https://blogs.nvidia.com/blog/2016/07/29/whats-difference-artificial-intelligence-machine-learning-deep-learning-ai/

8. Artificial Intelligence at a Glance
CAT
Conclusion / Inference
The Brain

9. Conclusion / Inference
Not CAT
Fully Connected Network
CAT
Artificial Intelligence at a Glance

10. Not CAT
CAT
x
X W Y=
Artificial Intelligence at a Glance

11. x
X W Y=
2 4 8?
Learning Process
Artificial Intelligence at a Glance

12. x
X W Y= ÷
Not work for a non linier equation
Artificial Intelligence at a Glance

13. =x
W2 8-
0
Taking guesses through iteration
Artificial Intelligence at a Glance

14. =x
W2 8-
?
0 8
1
2
3
6
4
2
3.9999 0.0002
LearningProcess

15. http://www.kentran.net/2013/04/neural-network-best-practices.html
Deep Learning

16. Spark of an Idea

18. Existing CCTV +
Security and Conventional
Surveillance
SOLUTION
Actionable Insight
Advanced Analytic
Automatic Notification
Solution
Nodeflux Brain

21. Intelligent Video Analytics
Distributed Computation Platform
DATA PROCESSING
Especially
ARTIFICIAL
INTELLIGENCE
VISUALIZATION
&
API
ANY DATA
Text, Audio, Image, Video

22. Intelligent Video Analytics
GPU + CPU
High Throughput + Low Latency

23. Intelligent Video Analytics

24. Intelligent Video Analytics

25. Decoder &
Demuxer
Decoder &
Demuxer
Decoder &
Demuxer
Post
Procesing
Post
Processing
Post
Processing
Process Controller
Restreamer
AI Process
AI Process
DB & File
Storage
MemoryStream
MemoryStream
API
The Platform

26. Decoder &
Demuxer
Decoder &
Demuxer
Decoder &
Demuxer
Post
Procesing
Post
Processing
Post
Processing
Process Controller
Restreamer
AI Process
AI Process
DB & File
Storage
MemoryStream
MemoryStream
API
Tech Stack

27. Decoder &
Demuxer
Decoder &
Demuxer
Decoder &
Demuxer
Post
Procesing
Post
Processing
Post
Processing
Process Controller
Restreamer
AI Process
AI Process
DB & File
Storage
MemoryStream
MemoryStream
API
AI Engineer & Data
Scientist
Web Developer
Dev Ops
Development
Function Area
Software Engineer

28. Scalability Perspective
Process to achieve scalability:
Process
Breakdown
Interdependencies
Removal
Process Grouping Scale!
Constrain:
- Throughput
- Latency
- Resources (CPU, GPU, Mem)

29. Scalability Perspective
CAT
Trained Model
Single Image
Process Breakdown

30. Scalability Perspective
CAT
Trained Model
Moving Image
CAT
Frame 1
Frame 2 Same Cat?
Process Breakdown
It’s same!
CAT

31. Scalability Perspective
Object Detection
Moving Image
Process Breakdown
Tracking Process
Same Cat
Cat
Sequence Process

32. Scalability Perspective
Object Detection
Moving Image
Remove Interdependencies
Tracking Process
Same Cat
Cat
Sequence Process
Break the sequence

33. Scalability Perspective
Object Detection
Moving Image
Remove Interdependencies
Tracking Process
Same Cat
AI Process Post Processing
Lock Free - Shared
Memory Buffer

34. Decoder &
Demuxer
Decoder &
Demuxer
Decoder &
Demuxer
Post
Procesing
Post
Processing
Post
Processing
Process Controller
Restreamer
AI Process
AI Process
DB & File
Storage
MemoryStream
MemoryStream
API
Scalability
Perspective
ScaleUnit
ScaleUnit
ScaleUnit

35. Scalability
Perspective
Decoder &
Demuxer
Decoder &
Demuxer
Decoder &
Demuxer
Post
Procesing
Post
Processing
Post
Processing
Process Controller
Restreamer
AI Process
AI Process
DB & File
Storage
MemoryStream
MemoryStream
API
Single Instance

36. Scalability
Perspective
Single Instance
Single Instance Single Instance
Coordination

37. Single Instance
Optimization

38. Optimization
CPU GPU
- Using Extension Instruction Set (SSE,
SSE4.2, AVX) for vector operation
- Reduce iteration
- Reduce CPU execution lock (Beware)
- Separate CPU intensive task with IO
intensive task
- Use thread for CPU intensive task
- Use async for IO intensive task
- Bacth process
- Use Stream Kernel Execution
Device / Hardware Optimization

39. Facilities safety:
- Hazard identification
- Fire identification
- Unsafe condition identification
Building management:
- Parking management
- Smart security system
- Attendance management
Retail:
- Inventory monitoring
- Visitor flow
- Visitor heat map
- Queue analysis
Smart city:
- Traffic Monitoring
- Road and river monitoring
- Flood monitoring
- Vehicle detection
- Illegal Parking Detection
- Dynamic Traffic Lights
Toll/highway management:
- Vehicle demography
- Vehicle flow
- Vehicle Counting
- Incident detection
Transportation:
- Passenger counting
- Occupancy rate measurement
- Fleet management & tracking
What Next …

40. jobs@nodeflux.io