Use-cases from customers

Deep Learning
for Real-World Applications

Deep Learning Unlocks New Value in many Industries

Cybersecurity
OCR
Content Moderation
Defect Detection
Predictive Maintenance
Satellite & Medical Imagery

Cybersecurity

  • Signatureless Malware detection from binaries
  • Anomaly detection from raw traffic logs
  • False positives filtering from SOC alerts
  • Domain Generation Algorithm detection
  • URL filtering and clustering on GPUs

# Read hexa dump directly
6D 73 76 63 72 74 2E 64 6C 6C 00 6E 74 64 6C 6C 2E 64 6C 6C 00 4B 45
52 4E 45 4C 33 32 2E 64 6C 6C 00 55 53 45 52 33 32 2E 64 6C 6C 00 75
6C 69 62 2E 64 6C 6C 00 69 66 73 75 74 69 6C 2E 64 6C 6C 
# Read opcode as sentences
dec %esp (bad) jnp jecxz sub repz call ja sbb %bl,%bh ja (bad) mov ja
(bad) imul call push %ecx		jecxz loope jecxz cld mov
loope scas %es:(%edi),%al (bad) jecxz rcrb ja jae ja inc %edx loope
mov	ja add %al,(%eax) add add %al,(%eax) add %bh,(%ecx) repnz sahf
dec %ebx in lahf dec %ebx adc	%dl,%dh sahf dec %ebx repnz mov lahf
dec %ebx mov adc dec %ebx mov sahf dec %ebx jns sahf	dec %ebx fidiv
dec %ebx stos %al,%es:(%edi) jae dec %ebx xchg %eax,%edi jae dec %ebx
in sahf	dec %ebx pop %ss jb dec %ebx mov sahf dec %ebx aad sahf dec
%ebx fnstsw sahf 
nsfw
age
text
Content Moderation & NLP
  • Text & image moderation on high profile dating sites
  • Image filtering for user-generated content
  • Best images selection for marketing purposes
  • GDPR compliance with automated data cleansing
Text Detection & OCR
  • Invoice capture
  • Container ID reading in sea ports
  • License plates reading
  • User-generated content text detection & reading
  • GDPR compliance with automated data reading
cont
receipt
street
faces
latch
vehicles
flowers
Objects & Defects Detection
  • ROI detection for license plates, text, IDs
  • Safety inspections on planes for cracks, locks, ...
  • Faces & Pedestrian detection
  • Detecting & counting vehicles
  • Weed detection from drones
Medical Imagery & Decision
  • Organ segmentation from FMRI and CT scans
  • Diseases and anomaly detection in CT scans
  • Dose computation for advanced treatment
org1
drive
electro
mura
wind
runway
boats
Satellite Imagery
  • Land segmentation from sparse data
  • Windturbines detection from space imagery
  • Airport infrastructure mapping from space
  • Vegetation management for electric power lines
Similarity Search
  • Recommendation engines for text, images, audio and tabular data
  • Image and per-object retrieval
  • Annotation acceleration by auto-labeling similar objects
  • Similarity-based search engines for Art
art
ts1
Timeseries & Predictive Maintenance
  • Remaining Useful Life regression
  • Surrogate modeling of physical components
  • Supply Chain forecast
  • Anomaly detection in time-series