Course Outline
Introduction to Data Science and AI
- Gaining insights through data
- Representing knowledge
- Creating value
- Overview of Data Science
- The AI landscape and modern analytics approaches
- Core technologies
Data Science Workflow
- CRISP-DM methodology
- Preparing data
- Planning the model
- Building the model
- Communicating findings
- Deployment
Data Science Technologies
- Prototyping languages
- Big Data technologies
- End-to-end solutions for common challenges
- Getting started with Python
- Integrating Python with Spark
AI in Business
- The AI ecosystem
- Ethical considerations in AI
- Driving AI adoption in business
Data Sources
- Data types
- SQL vs NoSQL
- Data storage
- Data preparation
Data Analysis – Statistical Approach
- Probability
- Statistics
- Statistical modelling
- Business applications using Python
Machine Learning in Business
- Supervised vs unsupervised learning
- Forecasting challenges
- Classification problems
- Clustering problems
- Anomaly detection
- Recommendation engines
- Association pattern mining
- Addressing ML problems with Python
Deep Learning
- Limitations of traditional ML algorithms
- Tackling complex problems with Deep Learning
- Introduction to TensorFlow
Natural Language Processing
Data Visualisation
- Reporting modelling outcomes visually
- Common visualisation pitfalls
- Data visualisation with Python
From Data to Decision – Communication
- Making an impact: data-driven storytelling
- Enhancing influence effectiveness
- Managing Data Science projects
Requirements
There are no specific prerequisites required to enrol in this course.
Testimonials (7)
Hands-on exercises related to content really helps to understand more about each topic. Also, style of start class with lecture and continue with hands-on exercise is good and helpful to relate with the lecture that presented earlier.
Nazeera Mohamad - Ministry of Science, Technology and Innovation
Course - Introduction to Data Science and AI using Python
Trainer expertise and ability to engage students
Nikita - EY GLOBAL SERVICES (POLAND) SP Z O O
Course - Introduction to Data Science and AI using Python
Ania has great knowledge and knows how to explain even complex topics.
Kasia - EY GLOBAL SERVICES (POLAND) SP Z O O
Course - Introduction to Data Science and AI using Python
The course is very interesting being the main focus nowdays
mohamed taher - FAB banak Egypt
Course - Introduction to Data Science and AI (using Python)
Ahmed was very interactive and didn’t mind answering any kind of questions Well presentation and smooth flow of the course
Mohamed Ghowaiba - FAB banak Egypt
Course - Introduction to Data Science and AI (using Python)
Helpful and good listener .. interactive
Ahmed El Kholy - FAB banak Egypt
Course - Introduction to Data Science and AI (using Python)
Subject presentation knowledge timing
