Course Outline
Introduction to Data Science and AI
- Acquiring knowledge from data
- Representing knowledge
- Creating value
- Overview of Data Science
- The AI ecosystem and modern analytics approaches
- Essential technologies
Data Science Workflow
- Crisp-dm methodology
- Data preparation
- Model planning
- Model construction
- Communication strategies
- Deployment
Data Science Technologies
- Languages for prototyping
- 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
- Strategies for implementing AI in business
Data Sources
- Types of data
- SQL vs. NoSQL
- Data storage
- Data preparation
Data Analysis – Statistical Approach
- Probability
- Statistics
- Statistical modeling
- Business applications using Python
Machine Learning in Business
- Supervised vs. unsupervised learning
- Forecasting tasks
- Classification tasks
- Clustering tasks
- Anomaly detection
- Recommendation systems
- Mining association patterns
- Addressing ML challenges with Python
Deep Learning
- Limits of traditional ML algorithms
- Tackling complex problems with Deep Learning
- Introduction to Tensorflow
Natural Language Processing
Data Visualization
- Presenting modeling results visually
- Common visualization errors
- Visualizing data with Python
From Data to Decision – Communication
- Creating impact through data-driven storytelling
- Effectiveness of influence
- Managing Data Science projects
Requirements
No prior specific requirements are necessary to participate 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
