Course Description
Bootcamp | 30 hours | 3 CEUs | $3,995
The AI+ Data certification equips professionals with vital skills for data science. It covers key concepts like Data Science Foundations, Statistics, Programming, and Data Wrangling. Participants delve into advanced topics such as Generative AI and Machine Learning, preparing them for complex data challenges. The program includes a hands-on capstone project focusing on Employee Attrition Prediction. Emphasis is placed on Data-Driven Decision-Making and Data Storytelling for actionable insights. Personalized mentorship, immersive projects, and cutting-edge resources ensure a transformative learning journey, preparing individuals for success in AI and data science.
Course Outline
- Foundations of Data Science
- Foundations of Statistics
- Data Sources and Types
- Programming Skills for Data Science
- Data Wrangling and Preprocessing
- Exploratory Data Analysis (EDA)
- Generative AI Tools for Deriving Insights
- Machine Learning Refresher
- Advanced Machine Learning
- Data-Driven Decision-Making
- Data Storytelling
- Capstone Project — Employee Attrition Prediction
Learner Outcomes
- Explain core data science concepts, methodologies, and applications.
- Apply the data science life cycle from business problem definition to model evaluation.
- Use Python and R programming tools for data manipulation and visualization.
- Perform data wrangling, preprocessing, and exploratory data analysis (EDA).
- Build, evaluate, and compare supervised and unsupervised machine learning models.
- Apply generative AI tools for data synthesis and anomaly detection.
- Use advanced ML techniques including ensemble learning and dimensionality reduction.
- Design data-driven dashboards and derive insights using open-source BI tools.
- Communicate insights effectively through data storytelling and visualization best practices.
- Complete a full capstone project integrating modeling, business context, and narrative presentation.
Additional Information
Course Kit: (included in the course fee)
- Digital courseware and labs authored by AI Certs™
- AI Proctored exam (includes one free retake)
- One year membership to AICerts E-Learning Platform including: Videos, E-Book, Podcasts, Audio Book, Quizzes, AI Mentor for Personalized Guidance, AI Agents Module, Exam Blueprint, Tools List, Resources and References
Exam Details: AI+ Data™
- Number of Questions: 50
- Passing Score: 35/50 or 70%
- Duration: 90 minutes
- Format: Online via AI Proctoring platform
- Question Type: Multiple Choice/Multiple Response
Prerequisites
- Basic knowledge of databases and statistics (beneficial but not mandatory)
- Keen interest in data analysis
- Willingness to learn Python and R
Duration
30 Hours | 5 Days or 10 NightsEnroll Now - Select a section to enroll in
*Academic Unit eligibility to be determined by college/university in which you are enrolled in a degree seeking program.