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๐Ÿ”ฅ As you know ML has proven its importance in many fields, like computer vision, NLP, reinforcement learning, adversarial learning, etc .. Unfortunately, there is a little work to make machine learning accessible for Arabic-speaking people. Arabic language has many complicated features compared to other languages. First, Arabic language is written right to left. Second, it contains many letters that cannot be pronounced by most foreigners like ุถ ุŒ ุบ ุŒ ุญ ุŒ ุฎุŒ ุธ. Moreover, Arabic language contains special characters called Diacritics which are special characters that help readers pronounced words correctly. For instance the statement ุงู„ุณูŽู‘ู„ุงู…ู ุนูŽู„ูŽูŠู’ูƒูู…ู’ ูˆูŽุฑูŽุญู’ู…ูŽุฉู ุงู„ู„ูŽู‘ู‡ู ูˆูŽุจูŽุฑูŽูƒูŽุงุชูู‡ู containts special characters after most of the letters. The diactrics follow special rules to be given to a certain character. These rules are construct a complete area called ุงู„ู†ูŽู‘ุญู’ูˆู ุงู„ู’ุนูŽุฑูŽุจููŠูู‘. Compared to English, the Arabic language words letters are mostly connected ุงู„ู„ุบุฉ as making them disconnected is difficult to read ุง ู„ ู„ ุบ ุฉ. ArbML helps fixing this by implementing many open-source projects that support Arabic, ML and NLP.

https://github.com/zaidalyafeai/ARBML

#machinelearning #deeplearning #artificialintelligence #nlp

โ‡๏ธ @AI_Python_EN



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๐Ÿ”ฅ As you know ML has proven its importance in many fields, like computer vision, NLP, reinforcement learning, adversarial learning, etc .. Unfortunately, there is a little work to make machine learning accessible for Arabic-speaking people. Arabic language has many complicated features compared to other languages. First, Arabic language is written right to left. Second, it contains many letters that cannot be pronounced by most foreigners like ุถ ุŒ ุบ ุŒ ุญ ุŒ ุฎุŒ ุธ. Moreover, Arabic language contains special characters called Diacritics which are special characters that help readers pronounced words correctly. For instance the statement ุงู„ุณูŽู‘ู„ุงู…ู ุนูŽู„ูŽูŠู’ูƒูู…ู’ ูˆูŽุฑูŽุญู’ู…ูŽุฉู ุงู„ู„ูŽู‘ู‡ู ูˆูŽุจูŽุฑูŽูƒูŽุงุชูู‡ู containts special characters after most of the letters. The diactrics follow special rules to be given to a certain character. These rules are construct a complete area called ุงู„ู†ูŽู‘ุญู’ูˆู ุงู„ู’ุนูŽุฑูŽุจููŠูู‘. Compared to English, the Arabic language words letters are mostly connected ุงู„ู„ุบุฉ as making them disconnected is difficult to read ุง ู„ ู„ ุบ ุฉ. ArbML helps fixing this by implementing many open-source projects that support Arabic, ML and NLP.

https://github.com/zaidalyafeai/ARBML

#machinelearning #deeplearning #artificialintelligence #nlp

โ‡๏ธ @AI_Python_EN

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Importantly, that investor viewpoint is not new. It cycles in when conditions are right (and vice versa). It also brings the ineffective warnings of an overpriced market with it.Looking toward a good 2022 stock market, there is no apparent reason to expect these issues to change.

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