%22%2F%3E%0A%20%3Cg%20opacity%3D%220.12%22%3E%3Crect%20x%3D%22120%22%20y%3D%22126%22%20width%3D%22420%22%20height%3D%2212%22%20fill%3D%22url(%23g)%22%2F%3E%3Crect%20x%3D%22660%22%20y%3D%22472.5%22%20width%3D%22360%22%20height%3D%2212%22%20fill%3D%22url(%23g)%22%2F%3E%3C%2Fg%3E%0A%20%3Cg%3E%3Cpath%20d%3D%22M%20607%20421%20L%201007%20289%22%20stroke%3D%22url(%23g)%22%20stroke-opacity%3D%220.25%22%20stroke-width%3D%223%22%2F%3E%3Cpath%20d%3D%22M%201007%20289%20L%20939%20471%22%20stroke%3D%22url(%23g)%22%20stroke-opacity%3D%220.25%22%20stroke-width%3D%223%22%2F%3E%3Cpath%20d%3D%22M%20939%20471%20L%20851%20467%22%20stroke%3D%22url(%23g)%22%20stroke-opacity%3D%220.25%22%20stroke-width%3D%223%22%2F%3E%3Cpath%20d%3D%22M%20851%20467%20L%20408%20445%22%20stroke%3D%22url(%23g)%22%20stroke-opacity%3D%220.25%22%20stroke-width%3D%223%22%2F%3E%3Cpath%20d%3D%22M%20408%20445%20L%20118%20108%22%20stroke%3D%22url(%23g)%22%20stroke-opacity%3D%220.25%22%20stroke-width%3D%223%22%2F%3E%3Ccircle%20cx%3D%22607%22%20cy%3D%22421%22%20r%3D%2211%22%20fill%3D%22url(%23g)%22%20opacity%3D%220.6%22%2F%3E%3Ccircle%20cx%3D%221007%22%20cy%3D%22289%22%20r%3D%2214%22%20fill%3D%22url(%23g)%22%20opacity%3D%220.6%22%2F%3E%3Ccircle%20cx%3D%22939%22%20cy%3D%22471%22%20r%3D%2212%22%20fill%3D%22url(%23g)%22%20opacity%3D%220.6%22%2F%3E%3Ccircle%20cx%3D%22851%22%20cy%3D%22467%22%20r%3D%2211%22%20fill%3D%22url(%23g)%22%20opacity%3D%220.6%22%2F%3E%3Ccircle%20cx%3D%22408%22%20cy%3D%22445%22%20r%3D%2210%22%20fill%3D%22url(%23g)%22%20opacity%3D%220.6%22%2F%3E%3Ccircle%20cx%3D%22118%22%20cy%3D%22108%22%20r%3D%2212%22%20fill%3D%22url(%23g)%22%20opacity%3D%220.6%22%2F%3E%3C%2Fg%3E%0A%20%3Cg%3E%0A%20%3Ctext%20x%3D%2250%25%22%20y%3D%2250%25%22%20dominant-baseline%3D%22central%22%20text-anchor%3D%22middle%22%20font-family%3D%22Inter%2Csystem-ui%2CArial%22%20font-size%3D%22108%22%20font-weight%3D%221000%22%20fill%3D%22none%22%20stroke%3D%22%230b1020%22%20stroke-width%3D%2210%22%20stroke-opacity%3D%220.6%22%20style%3D%22paint-order%3A%20stroke%20fill%3B%22%3E%23AUTOMATION%3C%2Ftext%3E%0A%20%3Ctext%20x%3D%2250%25%22%20y%3D%2250%25%22%20dominant-baseline%3D%22central%22%20text-anchor%3D%22middle%22%20font-family%3D%22Inter%2Csystem-ui%2CArial%22%20font-size%3D%22108%22%20font-weight%3D%221000%22%20fill%3D%22url(%23g)%22%20filter%3D%22url(%23drop)%22%3E%23AUTOMATION%3C%2Ftext%3E%0A%20%3C%2Fg%3E%0A%20%3Cg%20transform%3D%22rotate(-8%20264%20126)%22%3E%3Ctext%20x%3D%22216%22%20y%3D%22126%22%20font-family%3D%22Inter%2Csystem-ui%2CArial%22%20font-size%3D%2234%22%20font-weight%3D%22700%22%20fill%3D%22url(%23g)%22%20fill-opacity%3D%220.9%22%3EData%3C%2Ftext%3E%3C%2Fg%3E%0A%20%3Cg%20transform%3D%22rotate(10%20936%20516.6)%22%3E%3Ctext%20x%3D%22864%22%20y%3D%22516.6%22%20font-family%3D%22Inter%2Csystem-ui%2CArial%22%20font-size%3D%2234%22%20font-weight%3D%22700%22%20fill%3D%22url(%23g)%22%20fill-opacity%3D%220.9%22%3ECleaning%3C%2Ftext%3E%3C%2Fg%3E%0A%20%3C!--%20Code%20card%20background%20for%20contrast%20--%3E%0A%20%3Cg%20opacity%3D%220.18%22%3E%0A%20%3Crect%20x%3D%2260%22%20y%3D%22378%22%20rx%3D%2216%22%20ry%3D%2216%22%20width%3D%22600%22%20height%3D%22176.4%22%20fill%3D%22%230b1020%22%20stroke%3D%22url(%23g)%22%20stroke-opacity%3D%220.35%22%2F%3E%0A%20%3C%2Fg%3E%0A%20%0A%20%3Crect%20width%3D%221200%22%20height%3D%22630%22%20fill%3D%22%23000%22%20opacity%3D%220%22%20filter%3D%22url(%23grain)%22%2F%3E%0A%3C%2Fsvg%3E)
الذكاء الاصطناعي والتعلم الآلي١٠ دقائق
إتقان أتمتة تنظيف البيانات في عام
استكشف كيف تقوم الفرق الحديثة بأتمتة تنظيف البيانات باستخدام أدوات مثل Alteryx Designer Cloud و Dataiku و AWS Glue DataBrew وأطر العمل مفتوحة المصدر مثل pandas و Great Expectations و pandera. تعلم استراتيجيات من الواقع العملي، والأخطاء الشائعة، وأمثلة تطبيقية.