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والبيانات البديلة.\r\n بناء خطوط أنابيب التعلم الآلي من الصفر: استهلاك البيانات، ومعالجة السمات، والنمذجة، والمعايرة، والرصد.\r\n تصميم أساليب مخصصة للتحقق والاختبار للبيانات غير الثابتة، بما في ذلك اكتشاف تغير الأنظمة وتقييم الحالة العدائية.\r\n العمل مع مصادر بيانات واسعة النطاق — مستوى الصفقات، والصور الفضائية، والمعاملات، والبيانات المستخرجة من الإنترنت — وتحويلها إلى سمات منظمة.\r\n التعاون مع الكوانت والمهندسين لدمج نماذج التعلم الآلي في العمليات الاستثمارية الواقعية.\r\n المساهمة في مبادرات الأبحاث الاستراتيجية، بما في ذلك الاستنتاج السببي، وتعلم التمثيل، والنماذج القائمة على الانتباه للسلاسل الزمنية.\r\n المتطلبات\r\nالخبرة:\r\n 4–8 سنوات من الخبرة العملية، ويفضل أن تكون مزيجًا من الأوساط الأكاديمية والصناعية.\r\n نشر أوراق في المؤتمرات الرائدة في مجال الذكاء الاصطناعي (NeurIPS, ICLR, ICML) في مجالات السلاسل الزمنية أو تعلم الإشارات.\r\n خبرة في بناء نماذج للتنبؤ بإشارات السوق أو الإشارات البديلة أو الاقتصاد الكلي أو السلع أو المشاعر.\r\n المشاركة في بناء ثقافة بحثية في التعلم الآلي: أدوات داخلية، والإرشاد المهني، وممارسات العلم المفتوح.\r\n \r\nالمهارات والتعليم:\r\n إتقان التعلم العميق للسلاسل الزمنية: محولات الدمج الزمنية (Temporal Fusion Transformers)، DeepAR، N-BEATS، PatchTST.\r\n معرفة بالاستنتاج السببي والتفكير المضاد للحقيقة في السلاسل الزمنية.\r\n خبرة في التعلم متعدد الوسائط (السلاسل الزمنية + البيانات الجدولية + النصوص).\r\n إجادة مجموعة أدوات التعلم الآلي: PyTorch، HuggingFace، DVC، Docker، وغيرها.\r\n مهارات في التحقق من النماذج للبيانات غير المستقلة والمتماثلة (non-iid): استراتيجيات التحقق المتقاطع المخصصة، وأقسام البيانات المدركة للأنظمة.\r\n القدرة على بناء خطوط أنابيب التعلم الآلي من البداية حتى الاستدلال في بيئة الإنتاج.\r\n درجة الماجستير أو الدكتوراه في مجال كمي (الفيزياء، الرياضيات، علوم الحاسوب، أو المجالات ذات الصلة).\r\n اللغات: الروسية، الإنجليزية.\r\n \r\nما هو مرغوب فيه:\r\n فهم نماذج تسعير الخيارات والتحوط.\r\n خبرة في استخدام C++ أو Rust.\r\n القدرة على إيصال الأفكار التقنية لمجموعات متنوعة، بما في ذلك أصحاب المصلحة غير التقنيين.\r\n المزايا\r\n ثقافة الابتكار: بيئة مفتوحة، ديناميكية، وشاملة حيث تُعد أفكارك مهمة.\r\n المرونة والأثر: تمتع بحرية الشركة الناشئة مع دعم مالي من صندوق ذي موارد كبيرة.\r\n أثر كبير: اعمل مباشرة على مشاريع تشكل الاستراتيجيات وتدفع نجاح الصندوق.\r\n 35 يومًا إجازة – الكثير من الوقت للراحة وإعادة الشحن.\r\n إجازة مرضية مدفوعة بالكامل – تعافَ دون قلق مالي.\r\n معدات من الطراز الأول – اختر الأدوات التي تناسبك بشكل أفضل (ضمن الميزانية).\r\n طبيب نفسي مؤسسي – دعم الصحة النفسية عند الحاجة.","price":"الراتب عند المقابلة","unit":"per 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المساهمة في تطوير وضبط بنيّة تنفيذ الأوامر، بما في ذلك توجيه الأوامر، ونماذج الانزلاق السعري، وحساسية التأخير\r\n التكيّف المستمر للإستراتيجيات مع التغيرات في ظروف السوق وبُنى البورصات\r\n تشغيل دورات تكرار سريعة: توليد → اختبار → نشر → تحسين (مع تحليلات منهجية بعد التنفيذ)\r\n المتطلبات\r\nالخبرة:\r\n 2–5 سنوات من الخبرة في شركة تداول ذاتي أو مكتب كمي داخلي \r\n سجل حافل مثبت في إدارة استراتيجيات حية بأصول تحت الإدارة تزيد عن 1 مليون دولار أمريكي أو نسبة شارب تزيد عن 2.0 على حسابات حقيقية \r\n امتلاك مكدس ألفا أو تقني كامل — من توليد الفكرة إلى التنفيذ \r\n خبرة عملية في العمل مع مصادر بيانات في الوقت الفعلي، وبيانات التيك (tick data)، والبنية التحتية ذات التأخير المنخفض \r\n \r\nالمهارات والتعليم:\r\n خبرة في توليد ألفا عالية التردد أو متوسطة التردد \r\n فهم قوي للبنية الدقيقة للسوق، والتحايل على التأخير، وديناميكيات كراسة الطلبات \r\n خبرة في أتمتة الإستراتيجيات في الوقت الفعلي وضوابط المخاطر \r\n مهارات برمجة قوية في C++ أو Rust وPython، مع القدرة على كتابة كود إنتاجي منخفض التأخير \r\n إتقان هندسة الميزات ودمج الإشارات لتعظيم نسبة المعلومات (IR) \r\n خبرة في إطارات الاختبار الخلفي — سواء داخلية أو مفتوحة المصدر (مثل bt، Zipline، أو غيرها) \r\n درجة الماجستير أو الدكتوراه في مجال كمي مثل الفيزياء أو الرياضيات أو علوم الحاسوب أو تخصص ذي صلة.\r\n اللغات: الروسية، الإنجليزية.\r\n \r\nإضافات مرغوبة:\r\n فهم نماذج تسعير الخيارات \r\n خبرة في تقنيات التعلّم الآلي أو التعلّم العميق أو التعلّم المعزّز (ML/DL/RL) \r\n مهارات تواصل قوية، مع القدرة على شرح الأفكار التقنية المعقدة لكل من أصحاب المصلحة التقنيين وغير التقنيين.\r\n المزايا\r\n ثقافة الابتكار: بيئة مفتوحة وديناميكية وشاملة تُهمّ بأفكارك.\r\n المرونة والتأثير: استمتع بحرية شركة ناشئة مع دعم مالي من صندوق مدعوم جيدًا.\r\n تأثير عالٍ: اعمل مباشرة على مشاريع تشكّل الاستراتيجيات وتدفع نجاح الصندوق.\r\n 35 يوم عطلة – الكثير من الوقت للراحة وإعادة الشحن.\r\n إجازة مرضية مدفوعة بالكامل – تعافَ دون قلق مالي.\r\n معدات من الطراز الأول – اختر الأدوات التي تناسبك بشكل أفضل (ضمن الميزانية).\r\n أخصائي نفسي مؤسسي – دعم الصحة 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