Course Outline
Introduction to Data Science and AI
- Acquiring knowledge through data
- Representing knowledge
- Creating value
- Overview of Data Science
- The AI ecosystem and a new approach to analytics
- Key technologies
Data Science workflow
- CRISP-DM
- Data preparation
- Model planning
- Model building
- Communication
- Deployment
Data Science technologies
- Languages used for prototyping
- Big Data technologies
- End-to-end solutions for common problems
- Introduction to the Python language
- Integrating Python with Spark
AI in Business
- The AI ecosystem
- Ethics of AI
- How to drive AI initiatives in business
Data sources
- Types of data
- SQL versus NoSQL
- Data storage
- Data preparation
Data Analysis – Statistical approach
- Probability
- Statistics
- Statistical modelling
- Business applications using Python
Machine learning in business
- Supervised versus unsupervised learning
- Forecasting problems
- Classification problems
- Clustering problems
- Anomaly detection
- Recommendation engines
- Association pattern mining
- Solving machine learning problems with Python
Deep learning
- Problems where traditional machine learning algorithms fail
- Solving complex problems with deep learning
- Introduction to TensorFlow
Natural Language Processing
Data visualisation
- Visual reporting of modelling outcomes
- Common pitfalls in visualisation
- Data visualisation with Python
From Data to Decision – communication
- Making an impact: data-driven storytelling
- Influence effectiveness
- Managing Data Science projects
Requirements
None
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
