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https://github.com/j-sephb-lt-n/knowledge-base

A large pile of interesting and/or useful information
https://github.com/j-sephb-lt-n/knowledge-base

algorithms causal-inference data-normalization database kelly-criterion large-language-models llm machine-learning nlp obsidian-md plotly-dash prompt-engineering regex semi-supervised-learning statistics

Last synced: 30 days ago
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A large pile of interesting and/or useful information

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README 

        
# Knowledge Base



This is a repository containing any information which I am interested in recording. It is stored as an [obsidian vault](https://obsidian.md/) (I am still migrating everything to this new system). 



I'm experimenting with various search strategies - you can find more information in `query_engine/README.md`



GitHub is an inefficient way to navigate this obsidian vault, but you may find something interesting by following one of the links in this serendipitous random heap:







[LLM Agents.md](./obsidian-vault\2%20-%20Full%20Notes\LLM%20Agents.md), [Shapley values and SHAP.md](./obsidian-vault\2%20-%20Full%20Notes\Shapley%20values%20and%20SHAP.md), [gmail-email-automation (github repo).md](./obsidian-vault\2%20-%20Full%20Notes\gmail-email-automation%20(github%20repo).md), [Named Entity Recognition (NER).md](./obsidian-vault\2%20-%20Full%20Notes\Named%20Entity%20Recognition%20(NER).md), [Label Propagation Algorithm.md](./obsidian-vault\2%20-%20Full%20Notes\Label%20Propagation%20Algorithm.md), [One-Shot and Few-Shot Learning.md](./obsidian-vault\2%20-%20Full%20Notes\One-Shot%20and%20Few-Shot%20Learning.md), [A survey on large language model based autonomous agents (paper).md](./obsidian-vault\3%20-%20Source%20Material\A%20survey%20on%20large%20language%20model%20based%20autonomous%20agents%20(paper).md), [personal-projects (github repo).md](./obsidian-vault\2%20-%20Full%20Notes\personal-projects%20(github%20repo).md), [Important LLM Concepts.md](./obsidian-vault\4%20-%20Maps%20of%20Content\Important%20LLM%20Concepts.md), [Personal Development Areas.md](./obsidian-vault\4%20-%20Maps%20of%20Content\Personal%20Development%20Areas.md), [How to see the GPT-4 System Prompt.md](./obsidian-vault\2%20-%20Full%20Notes\How%20to%20see%20the%20GPT-4%20System%20Prompt.md), [Association, Bias & Causation.md](./obsidian-vault\2%20-%20Full%20Notes\Association,%20Bias%20&%20Causation.md), [LLM Jailbreaking Techniques.md](./obsidian-vault\4%20-%20Maps%20of%20Content\LLM%20Jailbreaking%20Techniques.md), [Tasks which may be automated.md](./obsidian-vault\4%20-%20Maps%20of%20Content\Tasks%20which%20may%20be%20automated.md), [LLM ReAct Prompting.md](./obsidian-vault\2%20-%20Full%20Notes\LLM%20ReAct%20Prompting.md), [Inspired- how to create tech products customers love.md](./obsidian-vault\3%20-%20Source%20Material\Inspired-%20how%20to%20create%20tech%20products%20customers%20love.md), [useful-code-snippets (github repo).md](./obsidian-vault\2%20-%20Full%20Notes\useful-code-snippets%20(github%20repo).md), [IP address strategies for web scraping.md](./obsidian-vault\2%20-%20Full%20Notes\IP%20address%20strategies%20for%20web%20scraping.md), [Brewer's Theorem (CAP theorem).md](./obsidian-vault\2%20-%20Full%20Notes\Brewer's%20Theorem%20(CAP%20theorem).md), [RefChecker (paper) - Reference-based Fine-grained Hallucination Checker and Benchmark for Large Language Models.md](./obsidian-vault\2%20-%20Full%20Notes\RefChecker%20(paper)%20-%20Reference-based%20Fine-grained%20Hallucination%20Checker%20and%20Benchmark%20for%20Large%20Language%20Models.md), [The Kernel Trick.md](./obsidian-vault\2%20-%20Full%20Notes\The%20Kernel%20Trick.md), [The Kelly Criterion.md](./obsidian-vault\2%20-%20Full%20Notes\The%20Kelly%20Criterion.md), [hosting-7B-llm-on-google-cloud (github repo).md](./obsidian-vault\2%20-%20Full%20Notes\hosting-7B-llm-on-google-cloud%20(github%20repo).md), [Data Ingestion Best Practices.md](./obsidian-vault\2%20-%20Full%20Notes\Data%20Ingestion%20Best%20Practices.md), [BTYD Modelling.md](./obsidian-vault\2%20-%20Full%20Notes\BTYD%20Modelling.md), [LLM SQL Agents.md](./obsidian-vault\2%20-%20Full%20Notes\LLM%20SQL%20Agents.md), [happy-rag-friends (github repo).md](./obsidian-vault\2%20-%20Full%20Notes\happy-rag-friends%20(github%20repo).md), [Kelly Criterion (wikipedia).md](./obsidian-vault\3%20-%20Source%20Material\Kelly%20Criterion%20(wikipedia).md), [Text Chunking for Semantic Search.md](./obsidian-vault\2%20-%20Full%20Notes\Text%20Chunking%20for%20Semantic%20Search.md), [Productive Note-Taking Systems.md](./obsidian-vault\2%20-%20Full%20Notes\Productive%20Note-Taking%20Systems.md), [Advanced RAG Techniques.md](./obsidian-vault\4%20-%20Maps%20of%20Content\Advanced%20RAG%20Techniques.md), [The Rasa CALM method.md](./obsidian-vault\2%20-%20Full%20Notes\The%20Rasa%20CALM%20method.md), [Zero-shot Classification using Embeddings.md](./obsidian-vault\2%20-%20Full%20Notes\Zero-shot%20Classification%20using%20Embeddings.md), [Python Logging on GCP Compute Engine.md](./obsidian-vault\2%20-%20Full%20Notes\Python%20Logging%20on%20GCP%20Compute%20Engine.md), [Searching for Best Practices in Retrieval-Augmented Generation (paper).md](./obsidian-vault\3%20-%20Source%20Material\Searching%20for%20Best%20Practices%20in%20Retrieval-Augmented%20Generation%20(paper).md), [Real Python Application Number 1.md](./obsidian-vault\2%20-%20Full%20Notes\Real%20Python%20Application%20Number%201.md), [mpd-tpd (github repo).md](./obsidian-vault\2%20-%20Full%20Notes\mpd-tpd%20(github%20repo).md), [Retrieval-Augmented Generation (RAG).md](./obsidian-vault\2%20-%20Full%20Notes\Retrieval-Augmented%20Generation%20(RAG).md), [Reflexion - Language Agents with Verbal Reinforcement Learning.md](./obsidian-vault\2%20-%20Full%20Notes\Reflexion%20-%20Language%20Agents%20with%20Verbal%20Reinforcement%20Learning.md), [List of Useful Algorithms.md](./obsidian-vault\4%20-%20Maps%20of%20Content\List%20of%20Useful%20Algorithms.md), [jwt.io (website).md](./obsidian-vault\3%20-%20Source%20Material\jwt.io%20(website).md), [Label Propagation.md](./obsidian-vault\2%20-%20Full%20Notes\Label%20Propagation.md), [Current Reading.md](./obsidian-vault\4%20-%20Maps%20of%20Content\Current%20Reading.md), [Regex lookarounds (lookbehind lookahead).md](./obsidian-vault\2%20-%20Full%20Notes\Regex%20lookarounds%20(lookbehind%20lookahead).md), [how-much-remains (github repo).md](./obsidian-vault\2%20-%20Full%20Notes\how-much-remains%20(github%20repo).md), [RagChecker (paper) - A Fine-grained Framework for Diagnosing Retrieval-Augmented Generation.md](./obsidian-vault\2%20-%20Full%20Notes\RagChecker%20(paper)%20-%20A%20Fine-grained%20Framework%20for%20Diagnosing%20Retrieval-Augmented%20Generation.md), [semantic-search-engine (github repo).md](./obsidian-vault\2%20-%20Full%20Notes\semantic-search-engine%20(github%20repo).md), [Applied Large Language Model Concepts.md](./obsidian-vault\4%20-%20Maps%20of%20Content\Applied%20Large%20Language%20Model%20Concepts.md), [plotly-dash-dashboard-template (github repo).md](./obsidian-vault\2%20-%20Full%20Notes\plotly-dash-dashboard-template%20(github%20repo).md), [ChatGPT Prompt Engineering for Developers (DeepLearning.AI course).md](./obsidian-vault\2%20-%20Full%20Notes\ChatGPT%20Prompt%20Engineering%20for%20Developers%20(DeepLearning.AI%20course).md), [Workout 2025.md](./obsidian-vault\2%20-%20Full%20Notes\Workout%202025.md), [GitHub Repos.md](./obsidian-vault\4%20-%20Maps%20of%20Content\GitHub%20Repos.md), [Future Reading.md](./obsidian-vault\2%20-%20Full%20Notes\Future%20Reading.md), [Build a Large Language Model (From Scratch).md](./obsidian-vault\3%20-%20Source%20Material\Build%20a%20Large%20Language%20Model%20(From%20Scratch).md), [Good API Design.md](./obsidian-vault\2%20-%20Full%20Notes\Good%20API%20Design.md), [Machine Learning on Small Datasets.md](./obsidian-vault\4%20-%20Maps%20of%20Content\Machine%20Learning%20on%20Small%20Datasets.md), [CIDI Prompting Strategy.md](./obsidian-vault\2%20-%20Full%20Notes\CIDI%20Prompting%20Strategy.md), [Web Scraping Proxy Providers.md](./obsidian-vault\2%20-%20Full%20Notes\Web%20Scraping%20Proxy%20Providers.md), [GCP VM which creates other VMs.md](./obsidian-vault\2%20-%20Full%20Notes\GCP%20VM%20which%20creates%20other%20VMs.md), [How Docker Containers Work.md](./obsidian-vault\2%20-%20Full%20Notes\How%20Docker%20Containers%20Work.md), [Causal Inference.md](./obsidian-vault\4%20-%20Maps%20of%20Content\Causal%20Inference.md), [Data Engineering.md](./obsidian-vault\4%20-%20Maps%20of%20Content\Data%20Engineering.md), [Reading Lists.md](./obsidian-vault\4%20-%20Maps%20of%20Content\Reading%20Lists.md), [Subnets.md](./obsidian-vault\2%20-%20Full%20Notes\Subnets.md), [AI in organizations - Some tactics (blog).md](./obsidian-vault\3%20-%20Source%20Material\AI%20in%20organizations%20-%20Some%20tactics%20(blog).md), [OAuth 2.0.md](./obsidian-vault\2%20-%20Full%20Notes\OAuth%202.0.md), [Cookie Security.md](./obsidian-vault\2%20-%20Full%20Notes\Cookie%20Security.md), [learning-rust (github repo).md](./obsidian-vault\2%20-%20Full%20Notes\learning-rust%20(github%20repo).md), [dbt-example (github repo).md](./obsidian-vault\2%20-%20Full%20Notes\dbt-example%20(github%20repo).md), [Data Transformation Tools.md](./obsidian-vault\2%20-%20Full%20Notes\Data%20Transformation%20Tools.md), [LLM Chain-of-Thought Prompting.md](./obsidian-vault\2%20-%20Full%20Notes\LLM%20Chain-of-Thought%20Prompting.md), [Software Best Practice.md](./obsidian-vault\4%20-%20Maps%20of%20Content\Software%20Best%20Practice.md), [Relational Database Normalisation.md](./obsidian-vault\2%20-%20Full%20Notes\Relational%20Database%20Normalisation.md), [OIDC.md](./obsidian-vault\2%20-%20Full%20Notes\OIDC.md), [Data Engineering Thesaurus.md](./obsidian-vault\4%20-%20Maps%20of%20Content\Data%20Engineering%20Thesaurus.md), [Past Reading.md](./obsidian-vault\2%20-%20Full%20Notes\Past%20Reading.md), [Machine Learning Q & AI.md](./obsidian-vault\3%20-%20Source%20Material\Machine%20Learning%20Q%20&%20AI.md), [LLM Prompting Strategies.md](./obsidian-vault\3%20-%20Source%20Material\LLM%20Prompting%20Strategies.md), [GCP Workflows Example (github repo).md](./obsidian-vault\2%20-%20Full%20Notes\GCP%20Workflows%20Example%20(github%20repo).md), [BERT model.md](./obsidian-vault\2%20-%20Full%20Notes\BERT%20model.md), [Causal Inference for The Brave and True.md](./obsidian-vault\3%20-%20Source%20Material\Causal%20Inference%20for%20The%20Brave%20and%20True.md)