End-to-End Healthcare Analytics: Build Your First Fabric Project
Learn Tech with Sheik
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End-to-End Healthcare Analytics: Build Your First Fabric Project
2 711 просмотров · 1 год назад
Learn Tech with Sheik
2,27 тыс. подписчиков
2 711 просмотров · 1 год назад
Welcome to the full FREE version of the CareOps Healthcare Analytics course using Microsoft Fabric!
In this course, you'll learn how to build an end-to-end analytics solution for hospital operations using:
Microsoft Fabric Lakehouse
Delta Tables & OneLake
SCD Type 2 Modeling for Patients
Star Schema for Healthcare KPIs
Power BI Integration
Operational Fact Tables & Efficiency Metrics
Purchase the FULL course using link - https://www.udemy.com/course/building...
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00:00:00 Learners Expectations
00:03:22 Course structure and Real-world problem statement
00:16:47 CareOps Architecture Overview
00:24:57 Generating synthetic healthcare data using Faker Python Library
00:26:18 Creating datasets for Patient Info, Admission/Discharge, Bed Allocation, and Resource Allocation
00:41:06 Ingesting raw synthetic data into Delta tables - Part 1
01:10:50 Ingesting raw synthetic data into Delta tables - Part 2
01:33:17 Validating data quality with SQL queries
01:47:20 Cleansing and enriching raw data from the Bronze layer
02:00:18 Bed Allocation - Data Ingestion and SQL Validation
02:21:12 Implementing SCD Type 2 - Part A
02:37:19 Implementing SCD Type 2 - Part B
02:58:22 Implementing SCD Type 2 - SK Implementation
03:09:15 Creating dimensions (Dim_Date, Dim_Ward)
03:18:46 Building FactPatientAdmissions table and calculating key metrics
03:39:40 Moving transformed data to Fabric SQL DB
03:55:51 Creating a semantic model from fact and dimension tables
04:12:17 Using DAX to create measures
04:19:46 Comparing Precomputed and DAX Metrics
04:25:46 Designing reports and operational dashboards in Fabric
🔔 *Subscribe for more free deep-dive series* on OneLake, Eventstream, KQL, and Fabric projects
👍 Like the video if it helps, and drop your questions in the comments!
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