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Duration 21 hours
Course Outline
- Distribution in Big Data
- Data mining techniques (Training single-model + Distributed prediction: Traditional machine learning algorithms + MapReduce distributed prediction)
- Apache Spark MLlib
- Recommendations and Precision Advertising:
- Components of Natural Language
- Text clustering, text classification (labelling), synonyms
- User profile reconstruction, tagging system
- Strategies for recommendation algorithms
- Lift between classes, lift within classes, and how to achieve precision
- How to build a closed-loop for recommendation algorithms
- Logistic Regression, RankingSVM,
- Feature Identification: (Automated feature identification in deep learning and geometry)
- Natural Language
- Chinese word segmentation
- Topic models (Text clustering)
- Text classification
- Keyword extraction
- Semantic analysis, semantic parser, from word2vec to word vectors
- RNN Long Short-Term Memory (LSTM) Architecture
Requirements
There are no specific requirements for enrolling in this course.
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 4800 € + VAT*
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Testimonials (1)
This is one of the best hands-on with exercises programming courses I have ever taken.