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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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How to Invest in Bitcoin?

Like a stock, you can buy and hold Bitcoin as an investment. You can even now do so in special retirement accounts called Bitcoin IRAs. No matter where you choose to hold your Bitcoin, peopleโ€™s philosophies on how to invest it vary: Some buy and hold long term, some buy and aim to sell after a price rally, and others bet on its price decreasing. Bitcoinโ€™s price over time has experienced big price swings, going as low as $5,165 and as high as $28,990 in 2020 alone. โ€œI think in some places, people might be using Bitcoin to pay for things, but the truth is that itโ€™s an asset that looks like itโ€™s going to be increasing in value relatively quickly for some time,โ€ Marquez says. โ€œSo why would you sell something thatโ€™s going to be worth so much more next year than it is today? The majority of people that hold it are long-term investors.โ€

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