Knowledge Base

A collection of notes from my personal knowledge management system.

94 notes

Deep Learning

Neural Network Backbone

#Activation Function #Backpropagation #Cross-Entropy Loss #Gradient Descent +8
LLM

Absolute Positional Embedding

Parser/Compiler

Abstract Syntax Tree (AST)

Deep Learning

Activation Function

#Activation Function
LLM

Aha Moment (Deep Seek R1)

#LRM
AI

Artificial General Intelligence (AGI)

Attention Is All You Need
Paper Machine Learning

Attention Is All You Need

Deep Learning LLM

Attention Mechanism

LLM

Attention Scores

#Transformer
LLM

Attention Weights

#Transformer
Parser/Compiler

Back End (Compiler)

Deep Learning

Backpropagation

#Backpropagation
LLM

Batch Size

Deep Learning

Bidirectional Encoder Representations from Transformers (BERT)

#Transformer #BERT
Rust

Borrow Checker

LLM

BOS Token

LLM

Broadcasting (Tensor Operation)

#PyTorch
Deep Learning

Causal Attention

LLM Prompt Engineering

Chain-of-Thought Prompting

Chain-of-Thought Prompting Elicits Reasoning in Large Language Models
Paper LLM Prompt Engineering

Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

LLM

Compiler Feedback Loop

#RL
Parser/Compiler

Concrete Syntax Tree (CST)

LLM

Context Vector

#Transformer
LLM

Context Window

Parser/Compiler

Control Flow Graph (CFG)

LLM

DataLoader (PyTorch)

#PyTorch
Deep Learning

Decoder (Transformer)

DeepSeek-R1 - Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Paper LLM

DeepSeek-R1 - Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

#LRM
Parser/Compiler

Desugaring

LLM

Emergent Behavior

Deep Learning

Encoder (Transformer)

LLM

EndOfText Token

EOS Token

Parser/Compiler

Escape Analysis

LLM

Few-shot Learning

Machine Learning

Fine-Tuning

Machine Learning Deep Learning

Foundational Model

Parser/Compiler

Front End (Compiler)

Computer Science

Garbage Collection

LLM

GGUF (GPT-Generated Unified Format)

LLM

Inference Time Compute Scaling

#LRM
LLM

Input Embeddings (Transformer)

#Transformer
LLM

Input-Target Pairs

Parser/Compiler

IR Construction (Intermediate Representation Construction)

Parser/Compiler

Lexical Analysis

LLM

LlamaEdge

LLM

LLM Distillation

Machine Learning

Loss Function

#Loss Function
LLM

Low-Rank Adaptation (LoRA)

#Fine-Tuning
Parser/Compiler

Lowering (Compiler)

Computer Science

Memory Safety

Parser/Compiler

Middle End (Compiler)

Deep Learning

Multi-head Attention

LLM

Next Word Prediction

Parser/Compiler

Noding

LLM

One-Hot Encoding

LLM

One-shot Learning

Rust

Ownership (Rust)

LLM

Parallel Computing (DataLoader)

Deep Learning

Parameter-Efficient Fine-Tuning (PEFT)

#Fine-Tuning
LLM

Positional Embedding

Machine Learning

Pre-training

LLM

Quantization (DeepSeek)

LLM

Quantized Low-Rank Adaptation (QLoRA)

#Fine-Tuning
Deep Learning

Query, Key, Value (QKV)

Rust

RAII (Resource Acquisition Is Initialization)

LLM

Reasoning Model Blueprint (SFT + RL)

#LRM
Rectified Linear Unit (ReLU)
Deep Learning

Rectified Linear Unit (ReLU)

#Activation Function #ReLU
Parser/Compiler

Recursive Descent Parser

Parser/Compiler

Register Allocation

Machine Learning

Reinforcement Learning (RL)

#RL
LLM

Relative Positional Embedding

Rust

Rust (Programming Language)

LLM

Scaled Dot-Product Attention

#Transformer
Deep Learning

Self-Attention Mechanism

Machine Learning

Self-Supervised Learning (SSL)

LLM

Sliding Window Technique

Deep Learning

Softmax Function

#Activation Function #Softmax
Parser/Compiler

Static Single Assignment (SSA)

LLM

Stride (Sliding Window Technique)

Machine Learning

Supervised Fine-Tuning (SFT)

#Fine-Tuning
LLM

System 1 Thinking

#LRM
LLM

System 2 Thinking

#LRM
LLM

Test Time Compute

#LRM
Thinking Fast and Slow - Daniel Kahneman
Book

Thinking Fast and Slow - Daniel Kahneman

LLM

Token ID (LLM)

LLM

Tokenization

Deep Learning LLM

Transformer

Parser/Compiler

Type Checking (Compiler)

LLM

Vector Embedding

Deep Learning

Vision Language Model (VLM)

#VLM
LLM

Vocabulary (Tokenizer)

Parser/Compiler

Walk (Compiler)

LLM

Zero-shot Learning

    Mike 3.0

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