Artificial Intelligence - the most applied stuff - Data Analysis + Distributed AI + NLP Training Course
This artificial intelligence training covers data analysis, distributed artificial intelligence, and natural language processing, aiming to provide developers and data scientists with the application techniques needed to build large-scale intelligent systems. The course content includes the core principles of distributed machine learning, Apache Spark MLlib, and MapReduce-based predictions, while delving into practical methods for recommendation engines, text classification, semantic analysis using Word2Vec, and RNN-LSTM architectures. This course helps professionals deploy AI pipelines suitable for production environments, transforming raw data into automated decision-making capabilities.
This course is available as onsite live training in Nigeria or online live training.Course Outline
- Distribution in Big Data
- Data mining methods (training single-machine + distributed predictions: traditional machine learning algorithms + Mapreduce distributed predictions)
- Apache Spark MLlib
- Recommendations and Precise Ad Delivery:
- Parts of natural language
- Text clustering, text classification (labels), synonyms
- User profile reconstruction, label system
- Strategies for recommendation algorithms
- Lift between classes, lift within classes, how to achieve precision
- How to build a closed loop for recommendation algorithms
- Logistic regression, RankingSVM,
- Feature identification: (automatic feature identification in deep learning and graphics)
- Natural Language
- Chinese word segmentation
- Topic models (text clustering)
- Text classification
- Keyword extraction
- Semantic analysis: semantic parser, word2vec to word vectors
- RNN Long short-term memory (LSTM) Architecture
Requirements
There are no specific requirements for attending this course.
Need help picking the right course?
southafrica@nobleprog.co.za or +27 (0)10 005 5793
Artificial Intelligence - the most applied stuff - Data Analysis + Distributed AI + NLP Training Course - Enquiry
Testimonials (1)
This is one of the best hands-on with exercises programming courses I have ever taken.