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Machine Learning and Artificial Intelligence in Power BI 

  • Offered byUDEMY

Machine Learning and Artificial Intelligence in Power BI
 at 
UDEMY 
Overview

Learn how to integrate Machine Learning and AI in Power BI with hands-on projects and professional Power BI instructors

Duration

5 hours

Total fee

449

Mode of learning

Online

Credential

Certificate

Machine Learning and Artificial Intelligence in Power BI
 at 
UDEMY 
Highlights

  • 30-Day Money-Back Guarantee
  • Certificate of completion
  • Full lifetime access
  • Learn from 1 downloadable resource and 1 article
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Machine Learning and Artificial Intelligence in Power BI
 at 
UDEMY 
Course details

What are the course deliverables?
  • Machine Learning in Power Bi
  • Artificial intelligence in Power BI
  • Advanced analytics
  • Data analytics
More about this course
  • If you're looking for a hands-on, comprehensive, and advanced course to learn Machine Learning and Artificial Intelligence in Power BI, you've come to the right place. Power BI has become one of the best Business Intelligence tools and one of the most widespread data visualization tool among data professionals. In addition, with the integration of Python and Machine Learning models, it can be used for advanced and predictive analytics. In this course, we will teach you to use Power BI artificial intelligence features and to integrate Python Machine Learning models in Power BI. You will also learn the fundamentals of Machine Learning and how to develop models, with autoML and low code machine learning. To do this, we'll guide you through Power BI functionalities, sharing clear explanations and helpful proffesional tips. We will follow a constant and systematic progression, dividing the course into those KEY OBJECTIVES: Power BI fundamentals. Here we are going to learn the fundamentals of Power BI: connecting a data source, the program interface, adding filters, and more. Artificial intelligence charts like Q&A, key influencing factors or decomposition trees. Advanced analytics Machine Learning Fundamentals Python installation and synchronization with Power BI AutoML Fundamentals with Python and Pycaret Integration of models in Power BI Regression models with Python in Power BI Classification models with Python in Power BI Clustering models with Python in Power BI By the end of the project, you will not only have applied advanced analytics and machine learning techniques from scratch in Power BI dashboards, but also you will have gained the knowledge and confidence to apply those concepts to your own projects. For those who want to learn quickly with hands-on projects, join today and get immediate and lifetime access to the following: Advanced Data Analytics in Power BI eBook in PDFDownloadable Power BI project files practical exercises and quizzesPower BI resources like: Cheatsheets and summaries1-on-1 expert supportCourse questions and answers forumSee you there!
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Machine Learning and Artificial Intelligence in Power BI
 at 
UDEMY 
Curriculum

Introduction to this course

How to get the most out of the course

Course Material

Introduction to Power BI

Introduction to Power Bi

Download and present Power BI Desktop

Data Import

Tools to analyze data quality

Data pre-processing functions

Artificial intelligence graphics

Visual Q&A

Configuring the Q&A visual

Solution Exercise 1

Key Influencers

Major Chart Segments Key Influencers

Correlation vs Causation

Solution Exercise 2

Exercise 3 Hierarchical scheme

Solution Exercise 3

Predictions with time series

Solution Exercise 4

Detection of anomalies in time series

Solution Exercise 5

Install Python and sync with Power BI

Install Python and synchronization with Power BI

Installing Pycaret

Jupyter Notebook Fundamentals

Advanced analytics

How to run python scripts

Seaborn Basics

Selecting the correct chart type

Applied project_Data preprocessing with Python

Applied project_Analysis of numerical variables with Seaborn

Machine Learning Fundamentals

Introduction to AI

Types of Machine Learning Models

Phases of training Machine Learning models

Main Machine Learning algorithms

Deploy models in Power BI

Deploy models in Power BI

Machine Learning models with Scikit-learn

Entrenando un modelo de regresión con Sklearn en Power BI

Evaluation and obtaining of metrics of the Sklearn regression model

AutoML Fundamentals with Python and Pycaret

Introduction to autoML

Training and optimization of models with Pycaret

Model evaluation and deployment with Pycaret

Regression models with Python in Power BI

Fundamentals of regression models with Pycaret in Power BI

Applied project_Development of a regression model of XGBoost

Applied project_Integration of the XGBoost model in Power BI

Applied project_Adding model evaluation charts to PowerBI

Exercise 1. Regression models in Power BI

Solution Exercise 1

Classification models with Python in Power BI

Fundamentals of classification models with Pycaret in Power BI

Evaluation metrics of classification models

Applied project_Development of a classification model in Power BI

Applied project_Model load and prediction in Power BI

Applied project_Applying advanced pre-processing to the data

Applied project_Evaluation of the classification model in Power BI

Exercise 2. Classification models in Power BI

Solution_Exercise 2

Clustering models with Python in Power BI

Fundamentals of Clustering Models with Pycaret in Power BI

Clustering model evaluation metrics

Applied project_Development of a clustering model in Power BI

Applied project_Development of the model in Jupyter and integration in Power BI

Exercise 3. Clustering models in Power BI

Solution Exercise 3

Faculty Icon

Machine Learning and Artificial Intelligence in Power BI
 at 
UDEMY 
Faculty details

Data Bootcamp
Designation : data scientist Description : Data Bootcamp transforma a los profesionales en expertos de datos al optimizar, simplificar y personalizar la experiencia de aprendizaje en línea.Desde hace años hemos ayudado a estudiantes y equipos en más de 150 países a desarrollar las habilidades de análisis e inteligencia empresarial más buscadas, a través de cursos, evaluaciones de habilidades, rutas de aprendizaje y capacitación empresarial.Aprender nuevas habilidades en el sector del dato es fácil. Data Bootcamp será tu equipo personal de instructores, expertos y mentores que te ayudarán en el proceso de aprendizaje y a desarrollar las habilidades profesionales más demandadas.Nuestro equipo se compone por expertos reconocidos en el campo del data anytics, MVPs, MCTs y expertos certificados de Microsoft.
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Machine Learning and Artificial Intelligence in Power BI
 at 
UDEMY 
Entry Requirements

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Machine Learning and Artificial Intelligence in Power BI
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