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Building Models like a Pro with Microsoft Fabric's Synapse | Python Data Science Day

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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:  …...more
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Building Models like a Pro with Microsoft Fabric's Synapse | Python Data Science Day
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256Views
2024Mar 28
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 Resources: Survey https://aka.ms/Python/DataScienceDay/... Python at Microsoft https://aka.ms/python Cloud Skills Challenge - through April 15, 2024 https://aka.ms/Python/DataScienceDay/CSC GitHub codespaces https://github.com/codespaces VS Code Release notes https://code.visualstudio.com/updates Featuring: Vinayak Gavariya, Machine Learning Engineer, Microsoft Learn Student Ambassador (@VinayakGavariya)

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Visual Studio Code

755K subscribers