Machine Learning on Spark
Machine Learning in Today
Introbuction to Spark
Machine Learning on Spark
Large Scale Neural Network
Optimization
Machine Learning in Today
old Time : Before Mobile Internet Booming Era: Data Scale is small:
- Shallow analysis is enough, no need complex algorithm
- Limited data set could not get precise training model
- Computing Capability is limited by technology
Today: Big Data laid a foundation of Machine Learning:
the widespread of smart phones and the development of IoT provides comprehensive data sources for big data。
Data are the Greatest Strategic Resources for Internet Companies.
In the past couple of decades, Computing Power is growing exponentially by following the Moore‘s Law
With the rapid development of science and the technology, more Complex Models are extracted, built-up and deploy in industry
More and more Efficient Algorithms of Machined Learning are researched and developed by scientists and domain experts.
ML: Big data + Computing Power + Complex Model + Efficient Algorithm
Create user experiences
Create commercial values
Machine learning Phase -1
Machine learning Phase -1
Machine learning Phase -1
Machine learning Phase -1
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Machine Learning on Spark