๐ฅ 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 ุ ุบ ุ ุญ ุ ุฎุ ุธ. Moreover, Arabic language contains special characters called Diacritics which are special characters that help readers pronounced words correctly. For instance the statement ุงูุณูููุงู ู ุนูููููููู ู ููุฑูุญูู ูุฉู ุงูููููู ููุจูุฑูููุงุชููู 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 ุงููููุญููู ุงููุนูุฑูุจูููู. Compared to English, the Arabic language words letters are mostly connected ุงููุบุฉ 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.
๐ฅ 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 ุ ุบ ุ ุญ ุ ุฎุ ุธ. Moreover, Arabic language contains special characters called Diacritics which are special characters that help readers pronounced words correctly. For instance the statement ุงูุณูููุงู ู ุนูููููููู ู ููุฑูุญูู ูุฉู ุงูููููู ููุจูุฑูููุงุชููู 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 ุงููููุญููู ุงููุนูุฑูุจูููู. Compared to English, the Arabic language words letters are mostly connected ุงููุบุฉ 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.
The lead from Wall Street offers little clarity as the major averages opened lower on Friday and then bounced back and forth across the unchanged line, finally finishing mixed and little changed.The Dow added 33.18 points or 0.10 percent to finish at 34,798.00, while the NASDAQ eased 4.54 points or 0.03 percent to close at 15,047.70 and the S&P 500 rose 6.50 points or 0.15 percent to end at 4,455.48. For the week, the Dow rose 0.6 percent, the NASDAQ added 0.1 percent and the S&P gained 0.5 percent.The lackluster performance on Wall Street came on uncertainty about the outlook for the markets following recent volatility.
How to Buy Bitcoin?
Most people buy Bitcoin via exchanges, such as Coinbase. Exchanges allow you to buy, sell and hold cryptocurrency, and setting up an account is similar to opening a brokerage accountโyouโll need to verify your identity and provide some kind of funding source, such as a bank account or debit card. Major exchanges include Coinbase, Kraken, and Gemini. You can also buy Bitcoin at a broker like Robinhood. Regardless of where you buy your Bitcoin, youโll need a digital wallet in which to store it. This might be whatโs called a hot wallet or a cold wallet. A hot wallet (also called an online wallet) is stored by an exchange or a provider in the cloud. Providers of online wallets include Exodus, Electrum and Mycelium. A cold wallet (or mobile wallet) is an offline device used to store Bitcoin and is not connected to the Internet. Some mobile wallet options include Trezor and Ledger.
