9. Features [1/2]
verse of "sajdah" (prostration)
the aversion letter "kalla"
the phrase "Ya Ayyuha al-Naas"
the phrase "Ya Ayyuha
alladhina "
surahs with initials
story of Adam and Iblis
stories of previous nations
9
10. Features [2/2]
linguistic tools for denunciation,
excoriation, emphasis and oath
length of ayaat
eschatological topics
Jihad and battles of Islam
rulings on marriage and nursing
dialogue with ahl al-Kitab
pillars of Islam
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11. Reduction to
computation
representation
Verses of Sajdah (K)-> search for
root “Sjd” -<< Noise: “al-masjid al-
Haraam” in Surah al-Baqarah
Quranic Initials (K) -<< Noise:
Surah al-Baqarah, ar-Raad
eschatological topics (K)-> Search
for: roots “Jannah”, “Jahannam”,
etc. <<- Noise: many occurance in
Surah Baqarah (D)
Jihad and battles of Islam (D) ->
Search for “jhd”, “qtl” <<- Noise: “
wa aqsamu billahe Jahda
aymanihim..” (Nahl)
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17. Identify
problem
• Suitable for
machine
learning
Identify
feature sets
• Domain
knowledge
• Existing
books
Reduce to
machine
learning
format
• Be aware of
noise and
inaccuracy
Run
experiments
• Training set
vs. Test set
Interpret
results
• Verify and
validate by
domain
experts
Machine Learning
Journey