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Course Outline
Introduction to Data Science/AI
- Knowledge acquisition through data
- Knowledge representation
- Value creation
- Data Science overview
- AI ecosystem and 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 to common problems
- Introduction to Python language
- Integrating Python with Spark
AI in Business
- AI ecosystem
- Ethics of AI
- How to drive AI in business
Data sources
- Types of data
- SQL vs NoSQL
- Data Storage
- Data preparation
Data Analysis – Statistical approach
- Probability
- Statistics
- Statistical modeling
- Applications in business using Python
Machine learning in business
- Supervised vs unsupervised
- Forecasting problems
- Classfication problems
- Clustering problems
- Anomaly detection
- Recommendation engines
- Association pattern mining
- Solving ML problems with Python language
Deep learning
- Problems where traditional ML algorithms fails
- Solving complicated problems with Deep Learning
- Introduction to Tensorflow
Natural Language processing
Data visualization
- Visual reporting outcomes from modeling
- Common pitfalls in visualization
- Data visualization with Python
From Data to Decision – communication
- Making impact: data driven story telling
- Influence effectivnes
- Managing Data Science projects
35 Hours
Delivery Options
Private Group Training
Our identity is rooted in delivering exactly what our clients need.
- Pre-course call with your trainer
- Customisation of the learning experience to achieve your goals -
- Bespoke outlines
- Practical hands-on exercises containing data / scenarios recognisable to the learners
- Training scheduled on a date of your choice
- Delivered online, onsite/classroom or hybrid by experts sharing real world experience
Private Group Prices RRP from €11400 online delivery, based on a group of 2 delegates, €3600 per additional delegate (excludes any certification / exam costs). We recommend a maximum group size of 12 for most learning events.
Contact us for an exact quote and to hear our latest promotions
Public Training
Please see our public courses
Testimonials (4)
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
