Opleiding: AI+ Data Practitioner™

Formerly known as AI+ Data™

Mastering AI, Maximizing Data: Your Path to Innovation

• Core Concepts Covered: Data Science foundations, Python, Statistics, and Data Wrangling

• Advanced Topics: Dive into Generative AI, Machine Learning, and Predictive Analytics

• Capstone Application: Solve real-world problems like employee attrition with AI

• Career Readiness: Develop skills for AI-driven data science roles with hands-on mentorship

• Course Introduction Preview

• 1.1 Introduction to Data Science
• 1.2 Data Science Life Cycle
• 1.3 Applications of Data Science

• 2.1 Basic Concepts of Statistics
• 2.2 Probability Theory
• 2.3 Statistical Inference

• 3.1 Types of Data
• 3.2 Data Sources
• 3.3 Data Storage Technologies

• 4.1 Introduction to Python for Data Science
• 4.2 Introduction to R for Data Science

• 5.1 Data Imputation Techniques
• 5.2 Handling Outliers and Data Transformation

• 6.1 Introduction to EDA
• 6.2 Data Visualization

• 7.1 Introduction to Generative AI Tools
• 7.2 Applications of Generative AI

• 8.1 Introduction to Supervised Learning Algorithms
• 8.2 Introduction to Unsupervised Learning
• 8.3 Different Algorithms for Clustering
• 8.4 Association Rule Learning with Implementation

• 9.1 Ensemble Learning Techniques
• 9.2 Dimensionality Reduction
• 9.3 Advanced Optimization Techniques

• 10.1 Introduction to Data-Driven Decision Making
• 10.2 Open Source Tools for Data-Driven Decision Making
• 10.3 Deriving Data-Driven Insights from Sales Dataset

• 11.1 Understanding the Power of Data Storytelling
• 11.2 Identifying Use Cases and Business Relevance
• 11.3 Crafting Compelling Narratives
• 11.4 Visualizing Data for Impact

• 12.1 Project Introduction and Problem Statement
• 12.2 Data Collection and Preparation
• 12.3 Data Analysis and Modeling
• 12.4 Data Storytelling and Presentation

• 1. Understanding AI Agents
• 2. Case Studies
• 3. Hands-On Practice with AI Agents

• Google Colab
• MLflow
• Alteryx
• KNIME

Online proctored exam included, with one free retake.
Exam format:

50 questions, 70% passing, 90 minutes, online proctored exam

Access to all materials and exams is provided for 365 days after delivery.

Instructor-led OR Self-paced course + Official exam + Digital badge