The document discusses the challenges of indexing the Albanian language for search functionality. It does not have standardized lists of stop words or stemming rules like other languages. The author proposes mining texts to gather data on common words and suffixes to generate these resources for Albanian. An indexing process is outlined that would transliterate text, remove stop words and strip suffixes to standardize words before storing for search. Code for an initial algorithm is provided on GitHub.
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View and download the full course (with audio) at:
http://www.101languages.net/peace-corps-courses/
Simple explanation of XSLT - what it is, what it does and how it can help you in creating well-structured content. No tutorial, just the basic concepts.
The brochure "Albania Buyer's Guide 2014" brings the most recent update with full information about the taxes, legal framework and the proceedings of how to deal in a transaction of Albania real estate.
An introductory Albanian language course prepared by the U.S. Peace Corps for its volunteers.
View and download the full course (with audio) at:
http://www.101languages.net/peace-corps-courses/
Natural Language Processing and Search Intent Understanding C3 Conductor 2019...Dawn Anderson MSc DigM
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Adso is a new international language developed by Alexandr Adlov.
The basic idea behind Adso can be formulated as "Esperanto meets toki pona": very simple part-of-speech-based grammar + self-explaining vocabulary.
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The basic idea behind Adso can be formulated as "Esperanto meets toki pona": very simple part-of-speech-based grammar + self-explaining vocabulary.
A language like Adso, based on a very small amount of key roots, can be developed into a universally intelligible sign language ("Chinese meets icons" https://sign-lang2017.livejournal.com/8179.html).
Open Atrium is open source collaboration software that enables organizations to securely connect their teams, projects, and knowledge. A powerful solution, Open Atrium’s framework allows your organization to easily integrate your existing software, while remaining flexible enough to change as your organization grows.
"The goal of Wiki Academy is to improve the quality and quantity of online content on Albanian Culture to better represent Albania to the world.
The WikiAcademy will bring together active online citizens and content experts and help them develop into skilled editors to write high quality articles and source high quality photos regarding Albania in categories such as culture, heritage, social issues, geography, institutions, economy and tourism."
The WikiAcademy will bring together active online citizens and content experts and help them develop into skilled editors to write high quality articles and source high quality photos regarding Albania in categories such as culture, heritage, social issues, geography, institutions, economy and tourism.
Encryption in Microsoft 365 - ExpertsLive Netherlands 2024Albert Hoitingh
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Connector Corner: Automate dynamic content and events by pushing a buttonDianaGray10
Here is something new! In our next Connector Corner webinar, we will demonstrate how you can use a single workflow to:
Create a campaign using Mailchimp with merge tags/fields
Send an interactive Slack channel message (using buttons)
Have the message received by managers and peers along with a test email for review
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In a second workflow supporting the same use case, you’ll see:
Your campaign sent to target colleagues for approval
If the “Approve” button is clicked, a Jira/Zendesk ticket is created for the marketing design team
But—if the “Reject” button is pushed, colleagues will be alerted via Slack message
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Dev Dives: Train smarter, not harder – active learning and UiPath LLMs for do...UiPathCommunity
💥 Speed, accuracy, and scaling – discover the superpowers of GenAI in action with UiPath Document Understanding and Communications Mining™:
See how to accelerate model training and optimize model performance with active learning
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Length: 30 minutes
Session Overview
-------------------------------------------
During this webinar, we will cover the following topics while demonstrating the integrations of JMeter, InfluxDB and Grafana:
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- What are the benefits of integrating InfluxDB and Grafana into the load testing stack?
- Which features are provided by Grafana?
- Demonstration of InfluxDB and Grafana using a practice web application
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Sectoral targets and attacks as well as the cost of ransom
Global APT activity, AI usage, actor and tactic profiles, and implications
Rise in volumes of AI-powered cyberattacks
Major cyber events in 2024
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Cyberattack types and targets
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https://sectrio.com/resources/ot-threat-landscape-reports/sectrio-releases-ot-ics-and-iot-security-threat-landscape-report-2024/
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This video focuses on the notifications, alerts, and approval requests using Slack for Bonterra Impact Management. The solutions covered in this webinar can also be deployed for Microsoft Teams.
Interested in deploying notification automations for Bonterra Impact Management? Contact us at sales@sidekicksolutionsllc.com to discuss next steps.
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Paper presented at SYNERGY workshop at AVI 2024, Genoa, Italy. 3rd June 2024
https://alandix.com/academic/papers/synergy2024-epistemic/
As machine learning integrates deeper into human-computer interactions, the concept of epistemic interaction emerges, aiming to refine these interactions to enhance system adaptability. This approach encourages minor, intentional adjustments in user behaviour to enrich the data available for system learning. This paper introduces epistemic interaction within the context of human-system communication, illustrating how deliberate interaction design can improve system understanding and adaptation. Through concrete examples, we demonstrate the potential of epistemic interaction to significantly advance human-computer interaction by leveraging intuitive human communication strategies to inform system design and functionality, offering a novel pathway for enriching user-system engagements.
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Join us for an insightful dive into the world of FME parameters, a critical element in optimizing workflow efficiency. This webinar marks the beginning of our three-part “Essentials of Automation” series. This first webinar is designed to equip you with the knowledge and skills to utilize parameters effectively: enhancing the flexibility, maintainability, and user control of your FME projects.
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11. it’s not that simple...
Words take on many forms.
Words may have different meanings
based on context
12. it’s not that simple...
Words take on many forms.
Words may have different meanings
based on context
Some words have no real semantic value
and must be ignored (stop words)
14. How do the big guys do it?
No searching through raw content
15. How do the big guys do it?
No searching through raw content
Search through optimized versions
of the raw content (indexing)
16. Basic indexing process
Alice was beginning to get very tired of sitting by her sister on
the bank, and of having nothing to do: once or twice she had
peeped into the book her sister was reading, but it had no
pictures or conversations in it, `and what is the use of a book,'
thought Alice `without pictures or conversation?'
17. Basic indexing process
Normalize the characters (transliteration)
and remove punctuation
alice was beginning to get very tired of sitting by her sister on
the bank, and of having nothing to do: once or twice she had
peeped into the book her sister was reading, but it had no
pictures or conversations in it, `and what is the use of a book,'
thought alice `without pictures or conversation?'
18. Basic indexing process
Remove stop words
alice was beginning to get very tired of sitting by her sister on
the bank, and of having nothing to do: once or twice she had
peeped into the book her sister was reading, but it had no
pictures or conversations in it, `and what is the use of a book,'
thought alice `without pictures or conversation?'
19. Basic indexing process
Transform each remaining word to its "basic version"
(stemming)
alice was beginning to get very tired of sitting by her sister on
the bank, and of having nothing to do: once or twice she had
peeped into the book her sister was reading, but it had no
pictures or conversations in it, `and what is the use of a book,'
think alice `without pictures or conversation?'
20. Basic indexing process
Store the indexed content alongside the original
alice was beginning to get very tired of sitting by her sister on
the bank, and of having nothing to do: once or twice she had
peeped into the book her sister was reading, but it had no
pictures or conversations in it, `and what is the use of a book,'
think alice `without pictures or conversation?'
23. Performing the search
the book alice’s sister was reading
Perform the same indexing on the search terms
24. Performing the search
Search for the indexed search terms
in the indexed content
alice was beginning to get very tired of sitting by her sister on
the bank, and of having nothing to do: once or twice she had
peeped into the book her sister was reading, but it had no
pictures or conversations in it, `and what is the use of a book,'
think alice `without pictures or conversation?'
the book alice’s sister was reading
25. Performing the search
Rank results according to number of occurrences,
closeness of terms, position in the indexed text
alice was beginning to get very tired of sitting by her sister on
the bank, and of having nothing to do: once or twice she had
peeped into the book her sister was reading, but it had no
pictures or conversations in it, `and what is the use of a book,'
think alice `without pictures or conversation?'
the book alice’s sister was reading
2 21 1
27. Add the Albanian language
on top of the problem
No known "stop words" list
28. Add the Albanian language
on top of the problem
No known "stop words" list
Non-trivial stemming process
29. Add the Albanian language
on top of the problem
No known "stop words" list
Non-trivial stemming process
High irregularity in word formation
30. Add the Albanian language
on top of the problem
No known "stop words" list
Non-trivial stemming process
High irregularity in word formation
Vast number of forms for each single word
31. Just a taste of the complexity
Nouns 6 cases
x 2 numbers (singular, plural)
x 2 definitenes (definite, indefinite)
~24 word forms
Verbs 3 unique word-forming modes (of 6)
x 4 unique word-forming tenses (of 8)
x 2 voices (active, passive)
x 6 conjugative forms
~70 word forms
38. Looking for solutions
Sources:
The Dictionary
highly comprehensive
only base word forms
The Internet
not too comprehensive
many word forms
potential errors
39. Looking for solutions
Sources:
The Dictionary
highly comprehensive
only base word forms
The Internet
not too comprehensive
many word forms
potential errors
Hybrid source
a probability-based model
picking (hopefully) the best
from both sources
41. Data mining: Stop words
Get as many texts in Albanian as possible
(the more diverse, the better)
42. Data mining: Stop words
Get as many texts in Albanian as possible
(the more diverse, the better)
Transliterate the texts
43. Data mining: Stop words
Get as many texts in Albanian as possible
(the more diverse, the better)
Transliterate the texts
Keep a running count of the occurrence for each word
44. Data mining: Stop words
Get as many texts in Albanian as possible
(the more diverse, the better)
Transliterate the texts
Keep a running count of the occurrence for each word
Sort the list by occurrence count (highest first).
45. Data mining: Stop words
Get as many texts in Albanian as possible
(the more diverse, the better)
Transliterate the texts
Keep a running count of the occurrence for each word
Sort the list by occurrence count (highest first).
Stop words will float to the top.
46. Data mining: Stop words
Get as many texts in Albanian as possible
(the more diverse, the better)
Transliterate the texts
Keep a running count of the occurrence for each word
Sort the list by occurrence count (highest first).
Stop words will float to the top.
Manually white-list obvious false positives
49. Data mining: Stemming
Invert each word from the collected list
Sort the list alphabetically
(effectively sorting by suffixes)
50. Data mining: Stemming
Invert each word from the collected list
Sort the list alphabetically
(effectively sorting by suffixes)
Find highest occurring suffixes of 2, 3 and 4 letters
51. Data mining: Stemming
Invert each word from the collected list
Sort the list alphabetically
(effectively sorting by suffixes)
Find highest occurring suffixes of 2, 3 and 4 letters
Manually look for false positives
and put them in a white list
54. The (basic) indexing algorithm
Transliterate the input text
Find and remove all stop words
55. The (basic) indexing algorithm
Transliterate the input text
Find and remove all stop words
Go through each word and remove
the found suffixes (largest to smallest)
56. The (basic) indexing algorithm
https://github.com/andrixh/index-albanian
Transliterate the input text
Find and remove all stop words
Go through each word and remove
the found suffixes (largest to smallest)
57. Indexing the Albanian Language
by Andri Xhitoni
Thank you!
https://github.com/andrixh/index-albanian