27 October 2023
Business intelligence is becoming smarter and more powerful than ever thanks to recent advances in artificial intelligence and machine learning. In this post, we'll explore how you can harness the power of AI to supercharge your Power BI dashboards and reports. Integrating AI capabilities into Power BI unlocks a wealth of benefits, from automated insights to improved forecasting and beyond. Taken from JBI Training's Power BI and AI training courses.
Let's dive in!
Power BI already contains some built-in AI-powered features such as Key Influencers that detect relationships in your data. However, to really unlock advanced AI capabilities, we need to connect Power BI to Azure Cognitive Services.
Azure Cognitive Services offer pre-built AI algorithms for vision, speech, language, knowledge, and search. There are specific cognitive services tailored for Power BI integration. Here are some key ones to enable:
To add these cognitive services, go to the Power BI portal online and navigate to Manage > Admin portal. Under AI, click "Add AI Insights" and select the desired cognitive services from the list. Authenticate with your Azure account. The APIs are now ready to use!
Let's look at some practical examples of how to leverage cognitive services to create more intelligent Power BI reports.
The Text Analytics API makes it easy to gauge sentiment from qualitative feedback and reviews.
Simply connect it to a text column, and it will return the detected sentiment (positive, negative, neutral) for each row. These sentiments can then be visualized in charts and graphs to monitor trends.
This enables insightful analysis of customer satisfaction surveys, social media comments, support tickets, and more.
The Anomaly Detector API automatically spots anomalies in time series data based on expected patterns.
When connected to a time series, it flags any outliers or unexpected spikes. This makes it easy to visualize and pinpoint anomalies for investigation.
Useful for monitoring IoT sensor data, server metrics, or financial KPIs. Automatically highlight significant deviations from the norm.
Azure Machine Learning integrates seamlessly with Power BI to improve forecasting accuracy.
Machine learning forecasting models account for non-linear trends, seasonality, and autocorrelation in time series data. This leads to more robust and reliable forecasts vs traditional methods.
Boost revenue projections, demand planning, budget forecasting and other predictive analytics with machine learning.
The Q&A Maker API creates a conversational bot that allows users to query your reports using natural language.
Users can ask questions in everyday language, and it will return the most relevant visualizations and insights.
Make dashboards interactive and engaging while delivering insights through casual conversation.
Here are some additional tips when enhancing Power BI with cognitive services:
AI is transforming BI by boosting automation, insight discovery, prediction capabilities and more. Integrating Azure Cognitive Services can make Power BI dashboards smarter and more actionable.
We've only scratched the surface of the possibilities here. For more guidance on upgrading dashboards with AI or learning data science skills, check out the courses available from JBI Trainings. The future of business intelligence is cognitive - power up your analytics today!
JBI Training works with some of the world's leading tech experts to deliver comprehensive hands-on training across in-demand skills like Python, Power BI, and AI/Machine Learning. Their expert-led courses help professionals and organizations unlock the full potential of these transformative technologies.
Here are some top JBI Training courses to boost your analytics capabilities and competitiveness:
Seminar - Python, Data Analytics & AI to gain a competitive edgeThis seminar provides a high-level overview of how Python, AI, and data analytics can drive real competitive advantages for your business. Great for executives and decision makers exploring the potential of these technologies.
Data Science and AI/ML (Python)A comprehensive hands-on course covering full stack Python data science. Learn to load, clean, analyze, visualize, and model data using pandas, scikit-learn, TensorFlow, and more. Master the AI/ML workflow from start to finish.
Power BITransform your analytics with Microsoft's leading business intelligence platform. This course teaches all aspects of Power BI from data modeling to advanced visualization design for impactful reports and dashboards.
Microsoft Business Intelligence 2016Get up and running with the complete Microsoft BI stack. Combines coverage of SQL Server, Analysis Services, Reporting Services, and Excel for end-to-end BI application development and reporting.
Python (Advanced)Take your Python skills to the next level with this advanced training. Covers optimizations, design patterns, concurrency, Python internals, web frameworks like Django and Flask, GUI development, and an introduction to data science libraries.
These targeted courses help unlock the potential of Python, Power BI, and other leading technologies to boost your organization's analytics capabilities and competitiveness. Learn from JBI's hands-on experts!
CONTACT
+44 (0)20 8446 7555
Copyright © 2024 JBI Training. All Rights Reserved.
JB International Training Ltd - Company Registration Number: 08458005
Registered Address: Wohl Enterprise Hub, 2B Redbourne Avenue, London, N3 2BS
Modern Slavery Statement & Corporate Policies | Terms & Conditions | Contact Us