Machine Learning for Everyone

Transcript

1. Machine Learning for Everyone Rebecca Vickery Data Scientist, Holiday Extras @vickdata Image: Flaticon.com
2. “Data is the new oil” Used by data gurus since circa 2006
3. Recommendation engine Advertising engine Delivery routing engine Warehouse packing engine Image: Amazon.com Data
4. Machine learning Machine learning Machine learning Machine learning Image: Amazon.com Data
5. Image: Said Aspen
6. Data Value Extractor Image: Flaticon.com
7. Data £ Data Scientists Tools & Process Image: Flaticon.com
8. Machine learning is a big deal. Image: Flaticon.com
9. Machine learning for everyone Image: https://isg.beel.org/
10. Machine learning is a big deal just another tool. Image: Flaticon.com
11. Machine learning for everyone Case study: BigQuery ML Low code machine learning Machine learning as a erice Image: google.com
12. Machine learning in SQL Low code machine learning Machine learning as a erice
13. Machine learning in SQL ➔ Classification ➔ Regression ➔ Clustering ➔ Recommendation ➔ Time series ➔ Deep Neural Networks ➔ AutoML ➔ Custom Tensorflow models
14. Evaluation in SQL Low code machine learning Machine learning as a erice
15. Prediction in SQL Low code machine learning Machine learning as a erice
16. End to end machine learning in SQL Low code machine learning Machine learning as a erice Training Serving Monitoring SQL SQL SQL
17. Machine learning for everyone Data analysts Software engineers Data savvy business users
18. Machine learning for data scientists Prototyping Models used Agile Image: Flaticon.com
19. Image: Photo by Shanon Palomino Salinas on Unsplash Proceed with caution
20. Image: Photo by Shanon Palomino Salinas on Unsplash Black box
21. Image: Photo by Shanon Palomino Salinas on Unsplash Bias
22. Image: Photo by Roberto Nickson on Unsplash Data really is the new oil.
23. Machine learning is just another tool. Image: Flaticon.com
24. But like any tool… ➔ Used when needed. ➔ In the right hands. ➔ With safety precautions. Image: Flaticon.com
25. Thanks for listening Read more at medium.com/@rebecca.vickery @vickdata Image: Flaticon.com