25Sp-Neuroarchitecture

Plan of this semester: https://miro.com/app/board/uXjVLpqA-qU=/?share_link_id=790259232221

Text Mining Example Papers: - https://github.com/ideas-lab-nus/data-science-bldg-energy-efficiency.git - https://arxiv.org/pdf/2411.08734

Data Extraction Templete Example:A_practical_guide-Data-Extraction_for_Intervention_Systematic_Reviews_2024.pdf

Word2Vec Embeddings：https://radimrehurek.com/gensim/models/word2vec.html

• N-gram：
• J92-4003.pdf
• https://botpenguin.com/glossary/n-gram

Dimension Reduction - PCA:

• Algorithms：On lines and planes of closest fit to systems of points in space.pdf

• Sklearn PCA in Python: https://scikit-learn.org/stable/modules/generated/sklearn.decomposition.PCA.html

• t-SNE (t-distributed stochastic neighbor embedding) dimensionality reduction

• Algorithms:Visualizing Data using t-SNE.pdf

• t-SNE in Python: https://scikit-learn.org/stable/modules/generated/sklearn.manifold.TSNE.html

• UMAP dimension reduction

• Algorithms:UMAP Uniform Manifold Approximation and Projection for Dimension Reduction.pdf

• UMAP in Python: https://scikit-learn.org/stable/modules/generated/sklearn.manifold.TSNE.html

• JSON encoder and decoder: https://docs.python.org/3/library/json.html