))
Mircea Neagovici — Robotic Process Automation (RPA) and ML
Manage episode 326287291 series 2973389
محتوای ارائه شده توسط Lukas Biewald. تمام محتوای پادکست شامل قسمت‌ها، گرافیک‌ها و توضیحات پادکست مستقیماً توسط Lukas Biewald یا شریک پلتفرم پادکست آن‌ها آپلود و ارائه می‌شوند. اگر فکر می‌کنید شخصی بدون اجازه شما از اثر دارای حق نسخه‌برداری شما استفاده می‌کند، می‌توانید روندی که در اینجا شرح داده شده است را دنبال کنید.https://fa.player.fm/legal
Mircea Neagovici is VP, AI and Research at UiPath, where his team works on task mining and other ways of combining robotic process automation (RPA) with machine learning for their B2B products.
Mircea and Lukas talk about the challenges of allowing customers to fine-tune their models, the trade-offs between traditional ML and more complex deep learning models, and how Mircea transitioned from a more traditional software engineering role to running a machine learning organization.
Show notes (transcript and links): http://wandb.me/gd-mircea-neagovici
---
⏳ Timestamps:
0:00 Intro
1:05 Robotic Process Automation (RPA)
4:20 RPA and machine learning at UiPath
8:20 Fine-tuning & PyTorch vs TensorFlow
14:50 Monitoring models in production
16:33 Task mining
22:37 Trade-offs in ML models
29:45 Transitioning from software engineering to ML
34:02 ML teams vs engineering teams
40:41 Spending more time on data
43:55 The organizational machinery behind ML models
45:57 Outro
---
Connect with Mircea:
📍 LinkedIn: https://www.linkedin.com/in/mirceaneagovici/
📍 Careers at UiPath: https://www.uipath.com/company/careers
---
💬 Host: Lukas Biewald
📹 Producers: Cayla Sharp, Angelica Pan, Sanyam Bhutani, Lavanya Shukla
124 قسمت
اشتراک گذاری
