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AK
How to handle imbalanced datasets in production ML pipelines?
I've been struggling with class imbalance in our fraud detection model. Has anyone implemented SMOTE vs class weights in a real-world scenario? Looking for best practices.
I've been struggling with class imbalance in our fraud detection model. Has anyone implemented SMOTE vs class weights in a real-world scenario? Looking for best practices.
MP
Accessibility audit checklist for SaaS dashboards
Sharing my 30-point accessibility checklist I've been using for client projects. Covers WCAG 2.2, keyboard nav, contrast ratios, and screen reader testing. Feedback welcome!
Sharing my 30-point accessibility checklist I've been using for client projects. Covers WCAG 2.2, keyboard nav, contrast ratios, and screen reader testing. Feedback welcome!
JR
Switching from traditional teaching to EdTech product management
I've spent 8 years in classrooms and want to transition into educational product roles. What skills should I highlight? Any PMs in the community willing to chat?
I've spent 8 years in classrooms and want to transition into educational product roles. What skills should I highlight? Any PMs in the community willing to chat?
14NOV
🎤 Live: AI in Modern Classrooms
Join Dr. Elena Rossi as she breaks down practical AI implementations for educators, plus live Q&A.
18NOV
💻 Code-Along: Build a Learning Management System
Hands-on workshop using Next.js, PostgreSQL, and Tailwind. Bring your laptop!
22NOV
🤝 Mentor Matching Mixer
Connect with senior developers, designers, and data scientists for 1:1 career guidance sessions.
Data Science Cohort 5
42 members • Meets Tue/Thu 8PM ESTUI/UX Design Critique Circle
28 members • Weekly Friday SessionsGlobal EdTech Founders Network
65 members • Bi-weekly Strategy CallsPython for Beginners
112 members • Daily 1-hour Challenges🌟 Top Contributors (This Month)
Reset: Nov 301
SK
Sarah Kim
Data Science • Mentor2,840 pts
2
MR
Marcus Rodriguez
Frontend • Community Lead2,615 pts
3
PL
Priya Lakshmi
UX Research • Super Helper2,490 pts
4
JT
James Thompson
Backend • Course Creator2,180 pts
5
AN
Aisha Noor
DevOps • Event Host1,950 pts