De-demonizing AI · Expert Systems 1. Automated Workflow 2. Translation Memory a. ICE matching b....
Transcript of De-demonizing AI · Expert Systems 1. Automated Workflow 2. Translation Memory a. ICE matching b....
![Page 1: De-demonizing AI · Expert Systems 1. Automated Workflow 2. Translation Memory a. ICE matching b. Leveraged c. Fuzzy matching 3. Terminology Extraction, including Bilingual 4. Intelligent](https://reader030.fdocuments.us/reader030/viewer/2022040608/5ec3bad7e32d5633f8535b7f/html5/thumbnails/1.jpg)
Andrzej Zydroń CTO XTM Intl
De-demonizing AI
![Page 2: De-demonizing AI · Expert Systems 1. Automated Workflow 2. Translation Memory a. ICE matching b. Leveraged c. Fuzzy matching 3. Terminology Extraction, including Bilingual 4. Intelligent](https://reader030.fdocuments.us/reader030/viewer/2022040608/5ec3bad7e32d5633f8535b7f/html5/thumbnails/2.jpg)
1. Recognize patterns
2. Remember those patterns
3. Use the recognized patterns to predict future events
What is intelligence?
Jeff Hawkins, and Sandra Blakeslee, On Intelligence 2005
![Page 3: De-demonizing AI · Expert Systems 1. Automated Workflow 2. Translation Memory a. ICE matching b. Leveraged c. Fuzzy matching 3. Terminology Extraction, including Bilingual 4. Intelligent](https://reader030.fdocuments.us/reader030/viewer/2022040608/5ec3bad7e32d5633f8535b7f/html5/thumbnails/3.jpg)
What is Artificial Intelligence?
1. Expert Systems
a. Rule based
b. Knowledge based
c. Basic Pattern matching
2. Machine Learning
a. Bayesian probability
b. Statistical probability
c. Neural Networks
![Page 4: De-demonizing AI · Expert Systems 1. Automated Workflow 2. Translation Memory a. ICE matching b. Leveraged c. Fuzzy matching 3. Terminology Extraction, including Bilingual 4. Intelligent](https://reader030.fdocuments.us/reader030/viewer/2022040608/5ec3bad7e32d5633f8535b7f/html5/thumbnails/4.jpg)
Expert Systems: rule based
![Page 5: De-demonizing AI · Expert Systems 1. Automated Workflow 2. Translation Memory a. ICE matching b. Leveraged c. Fuzzy matching 3. Terminology Extraction, including Bilingual 4. Intelligent](https://reader030.fdocuments.us/reader030/viewer/2022040608/5ec3bad7e32d5633f8535b7f/html5/thumbnails/5.jpg)
Expert Systems: rule based
![Page 6: De-demonizing AI · Expert Systems 1. Automated Workflow 2. Translation Memory a. ICE matching b. Leveraged c. Fuzzy matching 3. Terminology Extraction, including Bilingual 4. Intelligent](https://reader030.fdocuments.us/reader030/viewer/2022040608/5ec3bad7e32d5633f8535b7f/html5/thumbnails/6.jpg)
Expert Systems: knowledge based
![Page 7: De-demonizing AI · Expert Systems 1. Automated Workflow 2. Translation Memory a. ICE matching b. Leveraged c. Fuzzy matching 3. Terminology Extraction, including Bilingual 4. Intelligent](https://reader030.fdocuments.us/reader030/viewer/2022040608/5ec3bad7e32d5633f8535b7f/html5/thumbnails/7.jpg)
Expert Systems: Basic pattern matching
![Page 8: De-demonizing AI · Expert Systems 1. Automated Workflow 2. Translation Memory a. ICE matching b. Leveraged c. Fuzzy matching 3. Terminology Extraction, including Bilingual 4. Intelligent](https://reader030.fdocuments.us/reader030/viewer/2022040608/5ec3bad7e32d5633f8535b7f/html5/thumbnails/8.jpg)
Machine Learning: Bayesian Systems
Rev T. Bayes, 1701 - 1761
![Page 9: De-demonizing AI · Expert Systems 1. Automated Workflow 2. Translation Memory a. ICE matching b. Leveraged c. Fuzzy matching 3. Terminology Extraction, including Bilingual 4. Intelligent](https://reader030.fdocuments.us/reader030/viewer/2022040608/5ec3bad7e32d5633f8535b7f/html5/thumbnails/9.jpg)
Machine Learning: Statistical Probability
Statistical Machine Translation - SMT
![Page 10: De-demonizing AI · Expert Systems 1. Automated Workflow 2. Translation Memory a. ICE matching b. Leveraged c. Fuzzy matching 3. Terminology Extraction, including Bilingual 4. Intelligent](https://reader030.fdocuments.us/reader030/viewer/2022040608/5ec3bad7e32d5633f8535b7f/html5/thumbnails/10.jpg)
Machine Learning: Neural Networks
Neural Machine Translation - NMT
![Page 11: De-demonizing AI · Expert Systems 1. Automated Workflow 2. Translation Memory a. ICE matching b. Leveraged c. Fuzzy matching 3. Terminology Extraction, including Bilingual 4. Intelligent](https://reader030.fdocuments.us/reader030/viewer/2022040608/5ec3bad7e32d5633f8535b7f/html5/thumbnails/11.jpg)
von Neumann architecture
![Page 12: De-demonizing AI · Expert Systems 1. Automated Workflow 2. Translation Memory a. ICE matching b. Leveraged c. Fuzzy matching 3. Terminology Extraction, including Bilingual 4. Intelligent](https://reader030.fdocuments.us/reader030/viewer/2022040608/5ec3bad7e32d5633f8535b7f/html5/thumbnails/12.jpg)
von Neumann architecture
limitations
![Page 13: De-demonizing AI · Expert Systems 1. Automated Workflow 2. Translation Memory a. ICE matching b. Leveraged c. Fuzzy matching 3. Terminology Extraction, including Bilingual 4. Intelligent](https://reader030.fdocuments.us/reader030/viewer/2022040608/5ec3bad7e32d5633f8535b7f/html5/thumbnails/13.jpg)
Information Technology Evolution
Mainframe Mini Workstation/PC Laptop Tablet Cloud
1945- 1975- 1985- 2000- 2010- 2011-
![Page 14: De-demonizing AI · Expert Systems 1. Automated Workflow 2. Translation Memory a. ICE matching b. Leveraged c. Fuzzy matching 3. Terminology Extraction, including Bilingual 4. Intelligent](https://reader030.fdocuments.us/reader030/viewer/2022040608/5ec3bad7e32d5633f8535b7f/html5/thumbnails/14.jpg)
Unimaginable Scales
![Page 15: De-demonizing AI · Expert Systems 1. Automated Workflow 2. Translation Memory a. ICE matching b. Leveraged c. Fuzzy matching 3. Terminology Extraction, including Bilingual 4. Intelligent](https://reader030.fdocuments.us/reader030/viewer/2022040608/5ec3bad7e32d5633f8535b7f/html5/thumbnails/15.jpg)
The Human Brain
30 billion cells, 100 trillion synapses
![Page 16: De-demonizing AI · Expert Systems 1. Automated Workflow 2. Translation Memory a. ICE matching b. Leveraged c. Fuzzy matching 3. Terminology Extraction, including Bilingual 4. Intelligent](https://reader030.fdocuments.us/reader030/viewer/2022040608/5ec3bad7e32d5633f8535b7f/html5/thumbnails/16.jpg)
Efficiency
= 80 Watts
= 90,000 Watts
Jeopardy!
![Page 17: De-demonizing AI · Expert Systems 1. Automated Workflow 2. Translation Memory a. ICE matching b. Leveraged c. Fuzzy matching 3. Terminology Extraction, including Bilingual 4. Intelligent](https://reader030.fdocuments.us/reader030/viewer/2022040608/5ec3bad7e32d5633f8535b7f/html5/thumbnails/17.jpg)
von Neumann architecture
limitations
Very Good Not so good
![Page 18: De-demonizing AI · Expert Systems 1. Automated Workflow 2. Translation Memory a. ICE matching b. Leveraged c. Fuzzy matching 3. Terminology Extraction, including Bilingual 4. Intelligent](https://reader030.fdocuments.us/reader030/viewer/2022040608/5ec3bad7e32d5633f8535b7f/html5/thumbnails/18.jpg)
von Neuman architecture does not scale
![Page 19: De-demonizing AI · Expert Systems 1. Automated Workflow 2. Translation Memory a. ICE matching b. Leveraged c. Fuzzy matching 3. Terminology Extraction, including Bilingual 4. Intelligent](https://reader030.fdocuments.us/reader030/viewer/2022040608/5ec3bad7e32d5633f8535b7f/html5/thumbnails/19.jpg)
![Page 20: De-demonizing AI · Expert Systems 1. Automated Workflow 2. Translation Memory a. ICE matching b. Leveraged c. Fuzzy matching 3. Terminology Extraction, including Bilingual 4. Intelligent](https://reader030.fdocuments.us/reader030/viewer/2022040608/5ec3bad7e32d5633f8535b7f/html5/thumbnails/20.jpg)
Person!
![Page 21: De-demonizing AI · Expert Systems 1. Automated Workflow 2. Translation Memory a. ICE matching b. Leveraged c. Fuzzy matching 3. Terminology Extraction, including Bilingual 4. Intelligent](https://reader030.fdocuments.us/reader030/viewer/2022040608/5ec3bad7e32d5633f8535b7f/html5/thumbnails/21.jpg)
80% rule: Tesla autopilot fail
![Page 22: De-demonizing AI · Expert Systems 1. Automated Workflow 2. Translation Memory a. ICE matching b. Leveraged c. Fuzzy matching 3. Terminology Extraction, including Bilingual 4. Intelligent](https://reader030.fdocuments.us/reader030/viewer/2022040608/5ec3bad7e32d5633f8535b7f/html5/thumbnails/22.jpg)
What were they thinking?
![Page 23: De-demonizing AI · Expert Systems 1. Automated Workflow 2. Translation Memory a. ICE matching b. Leveraged c. Fuzzy matching 3. Terminology Extraction, including Bilingual 4. Intelligent](https://reader030.fdocuments.us/reader030/viewer/2022040608/5ec3bad7e32d5633f8535b7f/html5/thumbnails/23.jpg)
AI in Localization
Expert Systems
1. Automated Workflow
2. Translation Memory
a. ICE matching
b. Leveraged
c. Fuzzy matching
3. Terminology Extraction, including Bilingual
4. Intelligent Corpus Alignment
5. Intelligent Decision Making: which translations to proofread
![Page 24: De-demonizing AI · Expert Systems 1. Automated Workflow 2. Translation Memory a. ICE matching b. Leveraged c. Fuzzy matching 3. Terminology Extraction, including Bilingual 4. Intelligent](https://reader030.fdocuments.us/reader030/viewer/2022040608/5ec3bad7e32d5633f8535b7f/html5/thumbnails/24.jpg)
Putting Things Into Perspective
![Page 25: De-demonizing AI · Expert Systems 1. Automated Workflow 2. Translation Memory a. ICE matching b. Leveraged c. Fuzzy matching 3. Terminology Extraction, including Bilingual 4. Intelligent](https://reader030.fdocuments.us/reader030/viewer/2022040608/5ec3bad7e32d5633f8535b7f/html5/thumbnails/25.jpg)
Complex Workflows with Offline DataOffline Work = Cumbersome File Management
create project save analysis create package move packagecreate TM
export
create termbase
export
copy reference files
create zipupload to
Vendor portaldownload zip
packageextract zip import package
create termbase
add TMs
import TMXadapt project
settingsTRANSLATE
create return package
upload package to
Vendor portal
manage folders and files in Windows
download ZIP
unzip to file share
QC update TMexport for
reviewupdate TM
create review package
send reviewpackage
manage foldersand files in Windows
download zip extract zipimport
package REVIEWcreate return
packagesend package
manage folders and
files in Windows
downloadpackage
importpackage
update TM …
![Page 26: De-demonizing AI · Expert Systems 1. Automated Workflow 2. Translation Memory a. ICE matching b. Leveraged c. Fuzzy matching 3. Terminology Extraction, including Bilingual 4. Intelligent](https://reader030.fdocuments.us/reader030/viewer/2022040608/5ec3bad7e32d5633f8535b7f/html5/thumbnails/26.jpg)
Automated Workflow
create project save analysis create package move package create TM exportcreate termbase
exportcopy reference
files
create zipupload to Vendor
portaldownload zip
packageextract zip import package create termbase add TMs
import TMXadapt project
settingsTRANSLATE
create return package
upload package to Vendor portal
manage folders and files in Windows
download ZIP
unzip to file share QC update TM export for review update TMcreate review
packagesend review
package
manage foldersand files in Windows
download zip extract zip import package REVIEW create returnpackage
send package
manage foldersand files in Windows
downloadpackage
import package update TM …
![Page 27: De-demonizing AI · Expert Systems 1. Automated Workflow 2. Translation Memory a. ICE matching b. Leveraged c. Fuzzy matching 3. Terminology Extraction, including Bilingual 4. Intelligent](https://reader030.fdocuments.us/reader030/viewer/2022040608/5ec3bad7e32d5633f8535b7f/html5/thumbnails/27.jpg)
AI in Localization
Bayesian probabilities
1. MT post editing: recognizing common patterns
2. Automated placement of inline elements
3. Dynamic sub-segment phrase matching
4. Learning translation
![Page 28: De-demonizing AI · Expert Systems 1. Automated Workflow 2. Translation Memory a. ICE matching b. Leveraged c. Fuzzy matching 3. Terminology Extraction, including Bilingual 4. Intelligent](https://reader030.fdocuments.us/reader030/viewer/2022040608/5ec3bad7e32d5633f8535b7f/html5/thumbnails/28.jpg)
Statistical MT
![Page 29: De-demonizing AI · Expert Systems 1. Automated Workflow 2. Translation Memory a. ICE matching b. Leveraged c. Fuzzy matching 3. Terminology Extraction, including Bilingual 4. Intelligent](https://reader030.fdocuments.us/reader030/viewer/2022040608/5ec3bad7e32d5633f8535b7f/html5/thumbnails/29.jpg)
Neural MT: Deep Learning
![Page 30: De-demonizing AI · Expert Systems 1. Automated Workflow 2. Translation Memory a. ICE matching b. Leveraged c. Fuzzy matching 3. Terminology Extraction, including Bilingual 4. Intelligent](https://reader030.fdocuments.us/reader030/viewer/2022040608/5ec3bad7e32d5633f8535b7f/html5/thumbnails/30.jpg)
Question and Answer session
Better Translation Technology