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Data Science Roadmap 5 April 2018 (SHIP (Dashboard operations (Limitations…
Data Science Roadmap 5 April 2018
Solutions to data starvation
Simulated data
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What form?
Create
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What's in the can?
Self-sourced
McDonalds
Augmentation
Transfer learning
Implement
Which solution?
New opportunies for data
Clothes shop
Origination
Simulated data
Generate
Pipeline
Analyse
Enrichment
Rules engine
Toy bayesian example
Services
Heuristic screening
Document classifier
SHIP
Dashboard operations
Limitations of Grafana
Evaluate alternatives
Anonymization
Awareness
How to stop data and tools being an afterthought
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Getting data off
Packaging SHIP for data scientists
Relevant examples
Best practice
Evaluations
Soft research
Zeppelin
Python vs Java
Python as a first-class citizen
Document why python (or not)
Python starter project
Hello World
Deploy
Support
Experiments and feedback loop
Production line
MO
Batch processing
Research pipeline
Feedback loop
Challenges & exercises
Kaggle
Cloud service providers
Products
What's marketable?
How to market?
MO
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