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.
Traders also expressed uncertainty about the situation with China Evergrande, as the indebted property company has not provided clarification about a key interest payment.In economic news, the Commerce Department reported an unexpected increase in U.S. new home sales in August.Crude oil prices climbed Friday and front-month WTI oil futures contracts saw gains for a fifth straight week amid tighter supplies. West Texas Intermediate Crude oil futures for November rose $0.68 or 0.9 percent at 73.98 a barrel. WTI Crude futures gained 2.8 percent for the week.
Spiking bond yields driving sharp losses in tech stocks
A spike in interest rates since the start of the year has accelerated a rotation out of high-growth technology stocks and into value stocks poised to benefit from a reopening of the economy. The Nasdaq has fallen more than 10% over the past month as the Dow has soared to record highs, with a spike in the 10-year US Treasury yield acting as the main catalyst. It recently surged to a cycle high of more than 1.60% after starting the year below 1%. But according to Jim Paulsen, the Leuthold Group's chief investment strategist, rising interest rates do not represent a long-term threat to the stock market. Paulsen expects the 10-year yield to cross 2% by the end of the year.
A spike in interest rates and its impact on the stock market depends on the economic backdrop, according to Paulsen. Rising interest rates amid a strengthening economy "may prove no challenge at all for stocks," Paulsen said.
