View source for Step 2

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.

== The seminar ==
# [https://forms.gle/gcVn8b82o7ybm5kX7 The warm-up 5-minute test] 
# Linear models, and their role in neural networks
# Reporting in the academy and the industry
# Plan the project
<!-- # Game of planning: the crocodile -->
# If someone did homework, we discuss

==Resources==
Step 2 YouTube video (expected with online version)

==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.  
# 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
## look for [https://en.wikipedia.org/wiki/Singular_value_decomposition Singular value decomposition], [https://en.wikipedia.org/wiki/Principal_component_analysis Principal component analysis], [https://en.wikipedia.org/wiki/Tensor Tensor], [https://en.wikipedia.org/wiki/Multilinear_map Multilinear map], or
## do fun-reading, see [https://mml-book.github.io/book/mml-book.pdf 4.5 Singular Value Decomposition] and 10.5 PCA in High Dimensions, and see [https://klassfeldtheorie.wordpress.com/wp-content/uploads/2018/10/mathematische-methoden-310117.pdf 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, [https://pdf.sciencedirectassets.com/321199/1-s2.0-S2665963821X00048/1-s2.0-S2665963821000476/main.pdf?X-Amz-Security-Token=IQoJb3JpZ2luX2VjEPn%2F%2F%2F%2F%2F%2F%2F%2F%2F%2FwEaCXVzLWVhc3QtMSJGMEQCIDrThmFZWCbeOvCNu41EaIvHTH06oCIvjn0tSweCiR5aAiBYNk1SbdyYtsIpm4O4ca3b6cynkvEqbBqPnd%2B79lSAfyqyBQhCEAUaDDA1OTAwMzU0Njg2NSIMKXKQ71cXLdg0yeYaKo8FkB5eG%2BfYNvmVVgfeADY9t70EeTw8s5tTjYpnu70SEO84z6nno1X7REBaW0eRD9f6QR1d8%2BMrpZJE0NJuxXt%2B%2Bc5jxi8JSYtKX3zrmDjDYT2zltGrGE%2BQTgPUfTYTNgcLnFI1LMJJBWa7liSyGIPDMfLNa2Z4f4JDJykLw7btPikiMl5i3jeAR8QxlVWGXZ9MbGi6knM%2BWDBIaAFNr4MAv63mPXYKA5KtxC7A%2BjZnAJ35Dj5N5Shjm8qUefuE%2Bc7nYzXrn%2FsbpqgaYDs4GigRHW58wZCvMTkj3akDplRIU0UUuy2lZ4%2BBINuaDPHHG9FFI2zGTX7DVTM6dNoyGXREBlq5O%2Fi1nHXplcJ5ap2ux%2FSI1mPp6TomNYPsP1X6NhgUGkGzMugfD%2FZGyXRky%2Fwr9NFEcv7ggPo18f%2BJdIYRLepEzCEw6k8LWRUdNGTYQIyRuMfLEujXCUrM9fi7u1eWuiOJAq7YpMJ61tSwf9ZFHIHa%2Bx2ZAk1VkwWbSeo3eCcUCr7vGj4GhV53qcTW8N%2Bx1ltbhUD6jodqMxmgMNBVeRxYRC%2FP5zTgFRtMlREj4%2BPfuZabLUN%2BYLS9svz0KdV0PsW0khbg%2BmIWpJaG1JN%2F4Vw4QUMulNsWAlRHNKDnfPCDBCCFQt17nUVt1qjjbtjTJyB2LCOBpfV%2FtnTlNNY%2F1NVI9S6IVmgoSBQ6OoAtf2CYa5Em0jqHxLMhYgCPitvEFHCG5FTaLmFjAlXD%2BKneUqMbfC7%2B%2FVdyVv875BGguPTKcWpdSvNTSHkjk9cfcMb6KJQ7NkwcBNTmgfq2iKLrtIVeNzRLZ4vw%2ByHWkcZlDt%2F8NI9Ii9keYQ%2F%2FVSbYeaRvbeTywhuRslAD4Ny9FkwjVzC7id%2B3BjqyAdiuj7cJP5yyfup9K5v5kjyl6YjTLt9osyOAh4n0uVPWBlDDM8I6BG8J%2FbVvInWBEUcdZaMuh0v5Y5juFwvfZiMJ4EYQZX81qeabhDcRYwc%2B0U26NiyuqzaJ%2F948x2kqfqj%2Bi2y%2FIwlF%2FV8Gk8srIyZJI4bZ0Knmp3Yrs5SYTXQ8hJNFsE8bT1Jcdqfn8F9y9HAfHjNGqIRT3J6okkn83mDM9tcQCarIhe9VbCMW%2BWfSyYE%3D&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Date=20240928T095522Z&X-Amz-SignedHeaders=host&X-Amz-Expires=300&X-Amz-Credential=ASIAQ3PHCVTY43YVB4GR%2F20240928%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Signature=3900e591a602604da22b7bdefc561c3f60deb99dc5b38cf8a994e38b2def33f8&hash=4ad93df6a9910d1a518ddfbd5e635cb6ce998b359ab40ff56c527bd1e80d59c1&host=68042c943591013ac2b2430a89b270f6af2c76d8dfd086a07176afe7c76c2c61&pii=S2665963821000476&tid=spdf-b30fc9a6-6ca2-41b4-b108-0034b1d38049&sid=69df782947dcc5418b5b056681d86f51612agxrqb&type=client&tsoh=d3d3LnNjaWVuY2VkaXJlY3QuY29t&ua=1c175f020750070657085c&rr=8ca2db7f3d1a70ef&cc=fr PDF] and [https://doi.org/10.1016/j.simpa.2021.100119 DOI] with highlights

==Transcript of the video==
Appears after the seminar.