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Course Outline
- Distributed data under big data
- Data mining method (training single machine + distributed prediction: traditional machine learning algorithm + Mapreduce distributed prediction,)
- Apache Spark MLlib
- Recommendations and targeted advertising:
- The natural language part
- Text clustering, text classification (labeling), synonyms
- User profile restoration, tag system
- Recommendation Algorithm Strategy
- Lift between classes, lift within classes, how to be precise
- How to build a closed loop for recommendation algorithms
- Logistic regression, RankingSVM,
- Feature recognition: (deep learning and automatic feature recognition of graphics)
- Natural Language
- Chinese word segmentation
- Topic Model (Text Clustering)
- Text Classification
- Extract keywords
- Semantic parser, word2vec to word vector
- RNN Long short-term memory (TSTM) Architecture
21 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 £5700 online delivery, based on a group of 2 delegates, £1800 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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Testimonials (1)
This is one of the best hands-on with exercises programming courses I have ever taken.
