AI Academy

Generative AI for Data Science with Copilot

Instructor: Microsoft Duration: 6 hours to complete Recommended experience
Objective 1 Define and differentiate types of generative AI models
Objective 2 Use Microsoft Copilot to generate code, analyze data, and build generative models
Objective 3 Identify practical use cases for generative AI in data science, such as data augmentation and anomaly detection
Objective 4 Assess the strengths and weaknesses of different generative models and understand their ethical implications
Microsoft Copilot
OpenAI
Data Security
Large Language Modeling
Data Synthesis
Information Privacy
Anomaly Detection
Artificial Intelligence and Machine Learning (AI/ML)
Data analysis
Data Ethics
Generative AI
Prompt Engineering

Data Preparation and Evaluation with Copilot

Instructor: Microsoft Duration: 7 hours to complete Recommended experience
Objective 1 Assess and improve data quality using Copilot's analysis tools
Objective 2 Generate synthetic datasets for various applications, such as model training or privacy preservation
Objective 3 Clean and prepare data for analysis, automating tasks like formatting, deduplication, and standardization
Objective 4 Develop strategies for integrating Copilot into existing data workflows
Microsoft Copilot
Data Quality
Artificial Intelligence
Natural language processing
Data Validation
Data Cleansing
Prompt Engineering
Data Transformation
Anomaly Detection
Data Ethics
Generative AI
Data Pipelines
Automation
Data Synthesis
Data Processing

Data Analysis, Visualization, and Communication with Copilot

Instructor: Microsoft Duration: 6 hours to complete 3 weeks at 2 hours a week
Objective 1 Utilize Microsoft Copilot and other AI tools for in-depth data analysis and forecasting.
Objective 2 Generate clear, engaging, and inclusive data visualizations with Copilot's assistance.
Objective 3 Craft persuasive reports and presentations tailored for both technical and non-technical stakeholders.
Objective 4 Develop comprehensive communication strategies that drive data-informed decision-making.
Data Visualization Software
Data Presentation
Artificial Intelligence
Data Ethics
Communication
Microsoft Copilot
Interactive Data Visualization
Analytical Skills
Data Storytelling
Data-Driven Decision-Making
Presentations
Generative AI
Natural language processing
Data analysis
Stakeholder Communications