Welcome to this course on Data Science and Machine Learning with Microsoft Azure. You would learn various lessons for Data Visualization, Data Cleaning and Data Analysis using Microsoft Power BI. It is a powerful Business Intelligence software that can be used for various domains ranging from creating Analytics dashboard and Business Intelligence reports to fetching information from wide range of data sources. You could also perform various types of data cleaning operations using Power Query. Moreover, if you want to create some advanced types of Analytics charts you can write a few lines of code in python using frameworks such as Matplotlib and Seaborn. And if you want to modify the dataset either by creating derived values based on certain mathematical formula or specified conditions you could perform various Data Modelling operations as well by using creating Calculated fields and by using Power Query editor. In this course you would learn various such concepts with completely practical examples on Power BI Desktop, that can be applied in the similar way on azure cloud.
After you have learned various lessons on Power BI, you would be learning Azure Machine learning in the later sections of this course. Here you would learn to analyze an image using Computer Vision. And you would also learn to perform language detection, sentiment analysis, key phrase extraction and entity recognition using Azure Text Analytics.
Here in this course you will learn following lessons on Data Science using Microsoft Power BI-
Creating Visualization charts such as Bar chart
Pie chart
Donut or Ring chart
Treemap chart
Interactive charts and Drill down
Table and Matrix
Date and other Slicers
Creating a calculated field
Gauge chart
Map chart and modes
Scatterplot and Animation Playback
Basics of Power Query
Row deletion and Column Split
Replacing Column Values
Creating Advanced reports using Python
Installing Python packages and defining path
Creating a Line chart with matplotlib
Putting labels and creating dashed scatterplot
Moreover you would also learn about Azure Machine Learning with lessons on-
Computer Vision- Create Service
Computer Vision- Analyze image , text in image and generate thumbnail
Text Analytics- Create Service
Text Analytics- Language Detection
Text Analytics- Sentiment Analysis
Text Analytics- Key Phrase Extraction
Text Analytics- Entity Recognition