Problem: Users needed a faster way by Muhammad ArsalanProblem: Users needed a faster way by Muhammad Arsalan

Problem: Users needed a faster way

Portfolio project
Muhammad Arsalan
Problem: Users needed a faster way to find the most relevant counselor based on specialization and available data.
Solution: Built a recommendation workflow using PySpark for data processing and Redis for fast lookup and recommendation serving.
Tools: Python, PySpark, Redis, Docker, Docker Compose
Result: Created a containerized recommendation system that processes counselor data and returns relevant matches efficiently.

0 likes · 0 views · Jun 25, 2026

Problem: Users needed a faster way to find the most relevant counselor based on specialization and available data. Solution: Built a recommendation workflo...

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