Difference between revisions of "Step 2"
(→Fun) |
|||
| (One intermediate revision by the same user not shown) | |||
| Line 10: | Line 10: | ||
==Resources== | ==Resources== | ||
| − | Step 2 YouTube video | + | Step 2 YouTube [https://youtube.com/live/O46PQCdtgxM video] |
==Homework== | ==Homework== | ||
# For an industrial project (also known as a computational experiment) description use [https://github.com/vadim-vic/the-Art-homework this template for Step 2] and write your answers to these questions. The variants of these questions and creativity are yours. But please, keep it within 1–2 pages. | # For an industrial project (also known as a computational experiment) description use [https://github.com/vadim-vic/the-Art-homework this template for Step 2] and write your answers to these questions. The variants of these questions and creativity are yours. But please, keep it within 1–2 pages. | ||
| + | # Download the link to your homework project plan [https://forms.gle/v6fEGLRWkXJ6UZXi9 here]. | ||
# Also, [https://forms.gle/KqhRk9R6w61snAB9A Step 1 homework] reminder | # Also, [https://forms.gle/KqhRk9R6w61snAB9A Step 1 homework] reminder | ||
# Refresh in your memory the matrix decompositions and multilinear models for the next warm-up test, either | # Refresh in your memory the matrix decompositions and multilinear models for the next warm-up test, either | ||
Latest revision as of 17:18, 9 November 2024
What is the difference between academic and industrial research projects? It is the focus. Narrow focus boosts the quality of a project and spares time. Applied scientists connect academic and industrial parts in theory and computational experiments. To narrow an industrial project one has to make a clear implementation plan. We discuss basic questions that an analyst and an expert discuss before planning.
Contents
The seminar
- The warm-up 5-minute test
- Linear models, and their role in neural networks
- Reporting in the academy and the industry
- Plan the project
- If someone did homework, we discuss
Resources
Step 2 YouTube video
Homework
- For an industrial project (also known as a computational experiment) description use this template for Step 2 and write your answers to these questions. The variants of these questions and creativity are yours. But please, keep it within 1–2 pages.
- Download the link to your homework project plan here.
- Also, Step 1 homework reminder
- Refresh in your memory the matrix decompositions and multilinear models for the next warm-up test, either
- look for Singular value decomposition, Principal component analysis, Tensor, Multilinear map, or
- do fun-reading, see 4.5 Singular Value Decomposition and 10.5 PCA in High Dimensions, and see L11-4, L11.5
Examples of industrial projects
For your homework, please describe one of your projects as an analyst or expert. Note that industrial projects and scientific computational experiments have many common items in their structures.
- Banking credit scoring
- Churn prediction
- Next year's cash-flow forecasting
- Electricity consumption forecasting
- Customer demand forecasting
- Flood prediction
- Ranking
- Informational retrieval
- Click-through rate prediction
- Voting and expert estimations
This list includes some b2c problems. You can pick up yours in this area or others.
Fun
Ask: if someone would like to help with sharing our XLS-progress
Minimalistic publication strategy: discuss an example, PDF and DOI with highlights
Transcript of the video
Appears after the seminar.