Course Details
Topic 1 Introduction to end-to-end analytics using Microsoft Fabric
- Explore end-to-end analytics with Microsoft Fabric
- Data teams and Microsoft Fabric
- Enable and use Microsoft Fabric
Topic 2 Get started with data science in Microsoft Fabric
- Understand the data science process
- Explore and process data with Microsoft Fabric
- Train and score models with Microsoft Fabric
- Explore data science in Microsoft Fabric
Topic 3 Explore data for data science with notebooks in Microsoft Fabric
- Explore notebooks
- Load data for exploration
- Understand data distribution
- Check for missing data in notebooks
- Apply advanced data exploration techniques
- Visualize charts in notebooks
- Use notebook for data exploration in Microsoft Fabric
Topic 4 Preprocess data with Data Wrangler in Microsoft Fabric
- Understand Data Wrangler
- Perform data exploration
- Handle missing data
- Transform data with operators
- Preprocess data with Data Wrangler in Microsoft Fabric
Topic 5 Train and track machine learning models with MLflow in Microsoft Fabric
- Understand how to train machine learning models
- Train and track models with MLflow and experiments
- Manage models in Microsoft Fabric
- Train and track a model in Microsoft Fabric
Topic 6 Generate batch predictions using a deployed model in Microsoft Fabric
- Customize the model's behavior for batch scoring
- Prepare data before generating predictions
- Generate and save predictions to a Delta table
- Generate and save batch predictions
Course Info
Prerequisite:
Basic knowledge of Rhino is required.Software Requirement:
Job Roles
- Data Scientist
- Machine Learning Engineer
- AI Engineer
- Data Analyst
- Business Intelligence Developer
- Data Engineer
- Cloud Data Engineer
- Applied AI Specialist
- Analytics Consultant
- Data Science Consultant
- AI Solutions Architect
- Predictive Analytics Specialist
- Big Data Engineer
- Microsoft Fabric Developer
- Research Scientist (AI & ML)
- AI Product Manager
- Data Science Project Manager
- Machine Learning Researcher
- Cloud AI Engineer
- Enterprise Data Architect
Trainers
Rabinath Kulasegaram: Rabinath Kulasegaram has an extensive knowledge and over 16 years of work experience in media field, such as Digital Graphics, Digital Painting, 2D Animation, 3D Modelling, Character animation, VFX effects, 3D Match move, Fluids, Dynamics effects, particles, Multimedia application development and Web Development.
He has extensive knowledge in lecturing creative media, Interactive web, multimedia, 3D Modelling, 3D animation, VFX and digital film making. He is now managing his own post production company.
He is constantly researching new CGI techniques and improving his knowledge and skills to use the latest CGI techniques with an efficient production timeline on projects.
Ehsan Mokhtari: Ehsan Mokhtari is an Architect and parametric designer, facade designer, and simulations in architecture background for the last 7 years. He is the designer of multiple projects in Malaysia and other countries and also he simulated multiple projects for human comforts as well. he has also been the tutor for last 5 years on different software such as Autocad, Rhino, Grasshopper and . . . in different universities and institutes. Ehsan is a researcher on UPM in architecture faculty since 2018 and he's researching about human comfort in architecture.




