- Python programming experience
- An understanding of basic principles of machine learning
Audience
- Developers
- Analysts
- Data scientists
In this instructor-led, live training, participants will learn the most relevant and cutting-edge machine learning techniques in Python as they build a series of demo applications involving image, music, text, and financial data.
By the end of this training, participants will be able to:
- Implement machine learning algorithms and techniques for solving complex problems.
- Apply deep learning and semi-supervised learning to applications involving image, music, text, and financial data.
- Push Python algorithms to their maximum potential.
- Use libraries and packages such as NumPy and Theano.
Format of the course
- Part lecture, part discussion, exercises and heavy hands-on practice
Introduction
Describing the Structure of Unlabled Data
- Unsupervised Machine Learning
Recognizing, Clustering and Generating Images, Video Sequences and Motion-capture Data
- Deep Belief Networks (DBNs)
Reconstructing the Original Input Data from a Corrupted (Noisy) Version
- Feature Selection and Extraction
- Stacked Denoising Auto-encoders
Analyzing Visual Images
- Convolutional Neural Networks
Gaining a Better Understanding of the Structure of Data
- Semi-Supervised Learning
Understanding Text Data
- Text Feature Extraction
Building Highly Accurate Predictive Models
- Improving Machine Learning Results
- Ensemble Methods
Summary and Conclusion
United Arab Emirates - Advanced Machine Learning with Python
Qatar - Advanced Machine Learning with Python
Egypt - Advanced Machine Learning with Python
Saudi Arabia - Advanced Machine Learning with Python
South Africa - Advanced Machine Learning with Python
Brasil - Advanced Machine Learning with Python
Canada - Advanced Machine Learning with Python
香港 - Advanced Machine Learning with Python
澳門 - Advanced Machine Learning with Python
台灣 - Advanced Machine Learning with Python
USA - Advanced Machine Learning with Python
Österreich - Advanced Machine Learning with Python
Schweiz - Advanced Machine Learning with Python
Deutschland - Advanced Machine Learning with Python
Czech Republic - Advanced Machine Learning with Python
Denmark - Advanced Machine Learning with Python
Estonia - Advanced Machine Learning with Python
Finland - Advanced Machine Learning with Python
Greece - Advanced Machine Learning with Python
Magyarország - Advanced Machine Learning with Python
Ireland - Advanced Machine Learning with Python
Luxembourg - Advanced Machine Learning with Python
Latvia - Advanced Machine Learning with Python
España - Python para el Aprendizaje Automático Avanzado
Italia - Advanced Machine Learning with Python
Lithuania - Advanced Machine Learning with Python
Nederland - Advanced Machine Learning with Python
Norway - Advanced Machine Learning with Python
Portugal - Advanced Machine Learning with Python
România - Advanced Machine Learning with Python
Sverige - Advanced Machine Learning with Python
Türkiye - Advanced Machine Learning with Python
Malta - Advanced Machine Learning with Python
Belgique - Advanced Machine Learning with Python
France - Advanced Machine Learning with Python
日本 - Advanced Machine Learning with Python
Australia - Advanced Machine Learning with Python
Malaysia - Advanced Machine Learning with Python
New Zealand - Advanced Machine Learning with Python
Philippines - Advanced Machine Learning with Python
Singapore - Advanced Machine Learning with Python
Thailand - Advanced Machine Learning with Python
Vietnam - Advanced Machine Learning with Python
India - Advanced Machine Learning with Python
Argentina - Python para el Aprendizaje Automático Avanzado
Chile - Python para el Aprendizaje Automático Avanzado
Costa Rica - Python para el Aprendizaje Automático Avanzado
Ecuador - Python para el Aprendizaje Automático Avanzado
Guatemala - Python para el Aprendizaje Automático Avanzado
Colombia - Python para el Aprendizaje Automático Avanzado
México - Python para el Aprendizaje Automático Avanzado
Panama - Python para el Aprendizaje Automático Avanzado
Peru - Python para el Aprendizaje Automático Avanzado
Uruguay - Python para el Aprendizaje Automático Avanzado
Venezuela - Python para el Aprendizaje Automático Avanzado
Polska - Advanced Machine Learning with Python
United Kingdom - Advanced Machine Learning with Python
South Korea - Advanced Machine Learning with Python
Pakistan - Advanced Machine Learning with Python
Sri Lanka - Advanced Machine Learning with Python
Bulgaria - Advanced Machine Learning with Python
Bolivia - Python para el Aprendizaje Automático Avanzado
Indonesia - Advanced Machine Learning with Python
Kazakhstan - Advanced Machine Learning with Python
Moldova - Advanced Machine Learning with Python
Morocco - Advanced Machine Learning with Python
Tunisia - Advanced Machine Learning with Python
Kuwait - Advanced Machine Learning with Python
Oman - Advanced Machine Learning with Python
Slovakia - Advanced Machine Learning with Python
Kenya - Advanced Machine Learning with Python
Nigeria - Advanced Machine Learning with Python
Botswana - Advanced Machine Learning with Python
Slovenia - Advanced Machine Learning with Python
Croatia - Advanced Machine Learning with Python
Serbia - Advanced Machine Learning with Python
Bhutan - Advanced Machine Learning with Python