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When artificial intelligence gets involved in Cameroon’s problems.

machines read their lessons

Feb 11, 2021 - 4 Minutes

I fear the day that technology will surpass our human relationships. The world will have a generation of idiots

Albert Einstein, the father of general relativity.

A. Einstein and Black students at Princeton university USA.
A. Einstein and Black students at Princeton university USA.

Cameroon, cradle of our fathers, you who see your children kill each other, tear each other apart. Promoting hatred, identity withdrawal, tribalism, jealousy, war, wickedness and living together is only a shadow of itself.

Machines (I.A) learn and correct their mistakes. But, Cameroonians do not. Cameroon's national anthem in English and French contains extraordinary teachings. We will find out at the end of this article, using the I.A: Natural language processing (NLP).

 To get started, we will first define I.A, NLP, and NLP stages.

National anthem french version
National anthem french version
National anthem english version
National anthem english version

NLP step definitions

Artificial intelligence (AI) is the set of theories and techniques implemented to create machines capable of simulating intelligence.

Natural Language Processing or NLP  is a technology that enables machines to understand human language using artificial intelligence.

Commonly used steps in NLP are:

  1. Part of speech (pos) is a category to which a word is assigned according to its syntactic functions.
  2. Text preprocessing is an approach to clean up and prepare text data for use in a specific context.
  3. The keyword cloud or tag cloud is a visual representation of the most used keywords (tags) on a website, text, document, speech, etc.
  4. word frequency is the frequency at which a word appears in a given text or corpus.
  5. Collocation helps identify words that commonly coexist. (bigrams, trigrams)
  6. topic modeling is a type of model or statistical modeling allowing to discover the abstract "subjects" which appear in a collection of documents or of text.
Natural Language Processing Technology procedure for this task
Natural Language Processing Technology procedure for this task

Part of speech (POS)

The POS is made up of:

  1. NOUN
  2. VERB
  3. ADJ
  4. PRO
  5. ADV

By applying the pos on both versions of Cameroon's national anthem. We get this:

Cameroun berceau de nos ancêtres.

The Noun is predominant. Noun helps to identify any of a class of people, places, or things, or to name a particular one of these.
The Noun is predominant. Noun helps to identify any of a class of people, places, or things, or to name a particular one of these.
The tag of the Cameroon
The tag of the Cameroon's national anthem french version.

Cameroon you Cradle of our fathers

Noun is predominant.
Noun is predominant.
The tag of the Cameroon
The tag of the Cameroon's national anthem english version.

Word cloud

By sparing you the text preprocessing, we commit directly to the clouds of the words of the two versions of the national anthem of Cameroon.

Let's start with the French version of Cameroon's national anthem.

The keywords that the national anthem uses. Love and Child are the two most pronounced words.
The keywords that the national anthem uses. Love and Child are the two most pronounced words.
The keywords that the national anthem uses. Land is the most pronounced word.
The keywords that the national anthem uses. Land is the most pronounced word.

Exercise: Do you already have an idea?

Word frequency

We are in the most brilliant part, which is or are the word(s) the most frequent in a text or in a document.

Cameroun berceau de nos ancêtres

Love and Child are the two words spoken three times in our national anthem.
Love and Child are the two words spoken three times in our national anthem.

Cameroon you cradle of our fathers

Land is the word spoken 4 times in our national anthem.
Land is the word spoken 4 times in our national anthem.

Exercise: Do you already have an idea? make a comment.

Collocation

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We seek to identify words that are true 100% two-by-two combinations in our national anthem.

Cameroun berceau de nos ancêtres

The most frequent bigrams in the French national anthem.
The most frequent bigrams in the French national anthem.
The most frequent trigrams in the French national anthem.
The most frequent trigrams in the French national anthem.

Exercise: how many times does the word Love appear in the table?

Cameroon you cradle of our fathers

We present the table:

Amazing the power of word.
Amazing the power of word.

Second table:

Words say it all.
Words say it all.

Exercise: Did you get the message?

Topic modelling

topic modeling allows us to determine the theme or subject of a text or a document using probabilistic models.

Sparing you all the procedure, I present only the results below.

Cameroun berceau de nos ancêtres

Bingo the message
Bingo the message

According to the frequencies of the keywords, we obtain the following subjects:

  1. Child (enfant), Love (amour), Land (terre), Father (ancêtre).
  2. Life (vie), Cameroun, Cradle (berceau), True (vrai), Fatherland (patrie).
  3. Honor (honneur), Happiness (bonheur), Joy (joie), Great (grand), Darling (chéri).

Exercise: Try to formulate a sentence with these words in the order listed.

Cameroon you cradle of fathers

From these words, we have the subject(s)
From these words, we have the subject(s)

According to the frequencies of the keywords, we obtain the following subjects:

  1. land, father, Cameroon.
  2. glory, endearment, cradle, evermore, joy, promise, deep, true.
  3. store, life, love, devotion, honour.

Exercise: Try to formulate a sentence with these words in the order listed.

Curiosity:

The Keywords of the national anthem English and French version.
The Keywords of the national anthem English and French version.

The two versions of the national anthems are twin and complementary. They look like the two sharp blades of a sword. Are you agree with me?

Conclusion

What we can say at the end of this article is proof that the Cameroon national anthem, English and French version, are complementary and similar.

Here is the proof that the mentality of Cameroonians(es) goes against the ideals advocated by the two versions of the national anthem of Cameroon.

While Cameroon through the national anthem advocates Love between children, happiness, honor, truth, joy, life, the homeland. We cultivate hatred, tribalism, jealousy, war, refusal of one's fatherland, etc..

And apart from our shameful acts, we do not realize that Cameroon is:

  1. the cradle of our fathers,
  2. the land of glory,
  3. the promised land (it looks like the Cana'an of Moses from the Bible, no one ignores that the land does not lie). See archaeology.

According to this work, Cameroonians have serious problem. This is very dangerous. what is your opinion about this answers?

Question: In front of the national anthem, are we singers?

Give your expressions and comments, be free to express yourself. Thank you!

Reference: Wikipédia: I.A, NLP

contact: lumierebatalong@gmail.com

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