Sharing Materials
Presentations
2023 Feb [View]
In this talk, I first shared my go-to software setup to work and collaborate well within a team - this will ease the job for MLE/DE/PM to deliver a satisfactory product. Secondly, I emphasized the imperative of assessing at every stage during the development cycle and identifying a clear objective before proceeding to the next stage, with a highlight on "Problem statement" and "Iterated model enhancement with gap-based logical reasoning".
Mind maps
Disclaimer: Books' content is restructured into a mind map to capture their general ideas. Notes are mostly direct quotes from the books as reference content unless stated otherwise. The mind maps serve for personal use with no commercializing intent.
2023 Jun [View]
The book describes well the practical aspect of an end-to-end time series development process. It discusses the best practices of EDA, feature engineering, modelling, and data storing with valuable tips: lookahead issue, plotting techniques, temporal characteristics in analysis, etc... The writing and mathematical explanation are not well-written, but its content is best appreciated once you work on a time series forecast use case.