Explore the data science process and learn how to train machine learning models to accomplish artificial intelligence in Microsoft Fabric.

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Prerequisites

You should be familiar with basic data concepts and terminology.

Training Outline

Module 1: Get started with data science in Microsoft Fabric

In Microsoft Fabric, data scientists can manage data, notebooks, experiments, and models while easily accessing data from across the organization and collaborating with their fellow data professionals.

Introduction
Understand the data science process
Explore and process data with Microsoft Fabric
Train and score models with Microsoft Fabric
Exercise - Explore data science in Microsoft Fabric
Knowledge check
Summary

Module 2: Explore data for data science with notebooks in Microsoft Fabric

Microsoft Fabric notebooks serve as a comprehensive tool for data exploration, enabling users to uncover hidden patterns and relationships in their datasets.

Introduction
Explore notebooks
Load data for exploration
Understand data distribution
Check for missing data in notebooks
Apply advanced data exploration techniques
Visualize charts in notebooks
Exercise: Use notebook for data exploration in Microsoft Fabric
Knowledge check
Summary

Module 3: Preprocess data with Data Wrangler in Microsoft Fabric

Data Wrangler serves as a comprehensive tool for preprocessing data. It enables users to clean data, handle missing values, and transform features to build machine learning models.

Introduction
Understand Data Wrangler
Perform data exploration
Handle missing data
Transform data with operators
Exercise: Preprocess data with Data Wrangler in Microsoft Fabric
Knowledge check
Summary

Module 4: Train and track machine learning models with MLflow in Microsoft Fabric

In Microsoft Fabric, data scientists can train models in notebooks, track their work in experiments, and manage their models with MLflow.

Introduction
Understand how to train machine learning models
Train and track models with MLflow and experiments
Manage models in Microsoft Fabric
Exercise - Train and track a model in Microsoft Fabric
Knowledge check
Summary

Module 5: Generate batch predictions using a deployed model in Microsoft Fabric

Save and use your machine learning models in Microsoft Fabric to generate batch predictions and enrich your data.

Introduction
Customize the model's behavior for batch scoring
Prepare data before generating predictions
Generate and save predictions to a Delta table
Exercise - Generate and save batch predictions
Knowledge check
Summary

Why Choose Us

Experience live, interactive learning from the comfort of your home or office with Bilginç IT Academy's Online Instructor-Led Implementing a Data Science and Machine Learning Solution for AI with Microsoft Fabric - Applied Skills Workshop Training in Canada. Engage directly with expert trainers in a virtual environment that mirrors the energy and schedule of a physical classroom.

Live Sessions: Join scheduled classes with a live instructor and other delegates in real-time.
Interactive Experience: Engage in group activities, hands-on labs, and direct Q&A sessions with your trainer and peers.
Global Expert Trainers: Learn from a handpicked global pool of expert trainers with deep industry experience.
Proven Expertise: Benefit from over 30 years of quality training experience, equipping you with lasting skills for success.
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Immerse yourself in our most sought-after learning style for Implementing a Data Science and Machine Learning Solution for AI with Microsoft Fabric - Applied Skills Workshop Training in Canada. Our hand-picked classroom venues in Canada offer an invaluable human touch, providing a focused and interactive environment for professional growth.

Highly Experienced Trainers: Boost your skills with trainers boasting 10-20+ years of real-world experience.
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Small Class Sizes: Our limited class sizes foster meaningful discussions and a personalized learning journey.
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Streamline your organization's training requirements with Bilginç IT Academy’s Onsite Implementing a Data Science and Machine Learning Solution for AI with Microsoft Fabric - Applied Skills Workshop Training in Canada. Experience expert-led learning at your own business premises, tailored to your corporate goals.

Tailored Learning Experience: Customize the training content to fit your unique business projects or specific technical needs.
Maximize Training Budget: Eliminate travel and accommodation costs, focusing your entire budget on the training itself.
Team Building Opportunity: Enhance team bonding and collaboration through shared learning experiences in your workspace.
Progress Monitoring: Track and evaluate your employees' progression and performance with relative ease and direct oversight.

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Implementing a Data Science and Machine Learning Solution for AI with Microsoft Fabric - Applied Skills Workshop Training in Canada

Prerequisites

Training Outline

Why Choose Us

Online Instructor-Led Training (VILT)

Classroom Based Learning

Onsite / In-House Learning

Implementing a Data Science and Machine Learning Solution for AI with Microsoft Fabric - Applied Skills Workshop Training Course in Canada Schedule