Thank you for sending your enquiry! One of our team members will contact you shortly.
Thank you for sending your booking! One of our team members will contact you shortly.
Course Outline
Supervised learning: classification and regression
- Introduction to Machine Learning in Python: exploring the scikit-learn API
- Linear and logistic regression
- Support vector machines
- Neural networks
- Random forests
- Constructing end-to-end supervised learning pipelines with scikit-learn
- Processing data files
- Imputing missing values
- Managing categorical variables
- Data visualisation
Python frameworks for AI applications:
- TensorFlow, Theano, Caffe, and Keras
- Scaling AI with Apache Spark: Mlib
Advanced neural network architectures
- Convolutional neural networks for image analysis
- Recurrent neural networks for time-structured data
- Long short-term memory (LSTM) cells
Unsupervised learning: clustering and anomaly detection
- Implementing principal component analysis (PCA) with scikit-learn
- Building autoencoders in Keras
Practical examples of AI-solvable problems (hands-on exercises using Jupyter notebooks), including:
- Image analysis
- Forecasting complex financial series, such as stock prices
- Complex pattern recognition
- Natural language processing
- Recommender systems
Understanding the limitations of AI methods: failure modes, costs, and common challenges
- Overfitting
- Bias-variance trade-off
- Biases in observational data
- Neural network poisoning
Applied project work (optional)
Requirements
There are no specific prerequisites or prior requirements necessary to participate in this course.
28 Hours
Custom Corporate Training
Training solutions designed exclusively for businesses.
- Customized Content: We adapt the syllabus and practical exercises to the real goals and needs of your project.
- Flexible Schedule: Dates and times adapted to your team's agenda.
- Format: Online (live), In-company (at your offices), or Hybrid.
Price per private group, online live training, starting from 5200 € + VAT*
Contact us for an exact quote and to hear our latest promotions
Testimonials (2)
That it was applying real company data. Trainer had a very good approach by making trainees participate and compete
Jimena Esquivel - Zaklad Uslugowy Hakoman Andrzej Cybulski
Course - Applied AI from Scratch in Python
The trainer was a professional in the subject field and related theory with application excellently
