Advanced Data Analysis Techniques
Learners will acquire skills in managing, preprocessing, and analyzing data using statistical methods and exploratory techniques to uncover insights and patterns.
Our training approach is human‑centred and outcomes‑driven. We focus on what learners can apply confidently.
Learners will acquire skills in managing, preprocessing, and analyzing data using statistical methods and exploratory techniques to uncover insights and patterns.
Students will develop strong programming skills necessary for data science, along with foundational and advanced machine learning techniques to build predictive models.
Learners will learn to employ generative AI tools and machine learning algorithms to derive deeper insights from data, enhancing their analytical capabilities.
Students who goes through this course will get the ability to make informed decisions based on data analysis and effectively communicate findings through compelling data storytelling.
Analyzes complex data to extract insights, builds predictive models, employs statistical methods, and communicates findings to influence decision-making.
Designs and develops machine learning systems, implements algorithms, optimizes data pipelines, and integrates models into scalable, production-ready applications.
Develops artificial intelligence solutions, programs neural networks, optimizes AI algorithms, ensures ethical AI deployment, and troubleshoots AI systems.
Interprets data, generates reports, identifies trends, supports business decisions with actionable insights, and utilizes visualization tools to present data.
70%
50 multiple-choice/multiple-response questions
| Foundations of Data Science | 5% |
| Foundations of Statistics | 5% |
| Data Sources and Types | 6% |
| Programming Skills for Data Science | 10% |
| Data Wrangling and Preprocessing | 10% |
| Exploratory Data Analysis | 12% |
| Generative AI Tools for Deriving Insights | 6% |
| Machine Learning | 10% |
| Advance Machine Learning | 10% |
| Data-Driven Decision-Making | 10% |
| Data Storytelling | 6% |
| Capstone Project - Employee Attrition Prediction | 10% |
Google Colab
MLflow
Alteryx
KNIME