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Course Outline
Introduction to AI and ML
- Overview of AI and ML concepts
- Data collection and preprocessing
- Introduction to Python for AI
Data Analysis and Visualization
- Exploratory data analysis
- Data visualization techniques
- Statistical foundations for ML
Machine Learning Models
- Supervised learning algorithms
- Unsupervised learning algorithms
- Model evaluation and selection
Deep Learning and Neural Networks
- Fundamentals of neural networks
- Convolutional neural networks (CNNs)
- Recurrent neural networks (RNNs)
Natural Language Processing (NLP)
- Text processing and feature extraction
- Sentiment analysis and text classification
- Language models and chatbots
Computer Vision
- Image processing fundamentals
- Object detection and image classification
- Advanced topics in computer vision
Deployment and Scaling
- AI application deployment strategies
- Scaling AI applications
- Monitoring and maintaining AI systems
Ethics and Future of AI
- Ethical considerations in AI
- AI policy and regulation
- Future trends in AI and ML
Lab Project
- Developing a small-scale intelligent application
- Working with real-world datasets
- Collaborating on a group project to solve an industry-relevant problem
Summary and Next Steps
Requirements
- An understanding of basic programming concepts
- Experience with Python and fundamental data science techniques
- Familiarity with core AI and ML principles
Audience
- AI professionals
- Software developers
- Data analysts
28 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 £7600 online delivery, based on a group of 2 delegates, £2400 per additional delegate (excludes any certification / exam costs). We recommend a maximum group size of 12 for most learning events.
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Public Training
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