Episode

Level Up Your ML Game: Building Models like a Pro with Microsoft Fabric's Synapse | Python Data Science Day

with Vinayak Gavariya

Python Data Science Day

Fabric breaks down data silos: Power BI for stunning insights, Data Factory for smooth pipelines, and Python/R reign supreme alongside libraries, all within one unified environment. No more tool juggling, just pure data science bliss! But the real magic lies in Synapse Data Science: Why Fabric & Synapse? Because it's time to ditch the data purgatory.

Building Your Champion Model:

Data Exploration: Dive into your data with R or Python notebooks, utilizing built-in tools like Data Wrangler to wrangle and visualize. Find patterns, uncover hidden gems! Model Training: Choose your weapon! PyTorch, TensorFlow, scikit-learn – Synapse empowers you. Experiment with algorithms, track and compare models with MLflow, find your champion! Deployment with Confidence: Register your winning model, Synapse takes care of the rest. Score data at scale, make real-world impact. Your model goes from hero to legend!

Bonus Bites:

  • Model Versions Matter: Track and compare different iterations, ensuring you always choose the best.
  • MLflow Magic: This built-in tool tracks your experiments like a hawk, giving you insights and control like never before.
  • Deployment Demystified: Synapse scales effortlessly on the cloud, letting you score data at scale and make a real impact.

Chapters

  • 00:00 - Building Models with Microsoft's Fabric Synapse
  • 01:22 - Why Fabric and Synapse
  • 01:40 - Boosting productivity with Synapse
  • 02:24 - How Synapse will help you

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