Building Models like a Pro with Microsoft Fabric’s Synapse Python Data Science Day (Дата оригинальной публикации: )
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
Python at Microsoft
Cloud Skills Challenge - through April 15, 2024
GitHub codespaces
VS Code Release notes
Featuring: Vinayak Gavariya, Machine Learning Engineer, Microsoft Learn Student Ambassador (@VinayakGavariya)