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// BITS · SUBJECT VAULT

BITS — my master's subject vault.

One shelf per subject from my master's. Every subject holds the same core resources: a cheatsheet to cram from, slides explained in plain easy words (full concepts, not bullets), a question bank pulled straight from the slides (questions only, no answers), a formula sheet, the core book explained, and a references shelf. Pick a subject to open its vault.


SUBJECTS

reinforcement learning

Reinforcement Learning skeleton

Agents, environments, MDPs, value & policy methods. Cheatsheet, slides explained, question bank, book and references.

#rl #agents #mdp
5 sections · scaffolded
computer vision

Computer Vision skeleton

Image formation, features, CNNs, detection & segmentation. Cheatsheet, slides explained, question bank, book and references.

#cv #vision #cnn
5 sections · scaffolded
artificial & computational intelligence

Artificial & Computational Intelligence skeleton

Search, knowledge, reasoning, evolutionary & swarm methods, fuzzy & neural systems. Cheatsheet, slides explained, question bank, book and references.

#aci #search #optimization
5 sections · scaffolded
natural language processing

Natural Language Processing skeleton

Text processing, language models, embeddings, transformers & LLMs. Cheatsheet, slides explained, question bank, book and references.

#nlp #transformers #llm
5 sections · scaffolded
UDL unsupervised deep learning

Unsupervised Deep Learning live

PCA and factor analysis, autoencoders, autoregressive density models, PixelCNN variants, and normalizing flows. Companion notes and solved questions.

#udl #autoencoders #flows
3 sections · live
DM data management for machine learning

Data Management for Machine Learning live

Data representations, management fundamentals, architectures, pipelines, infrastructure and DataOps. Cheatsheet, slides explained, question bank, formula sheet, book guide and references.

#dmml #data-engineering #dataops
6 sections · all live