Large Language Models (LLMs)
Articles
LLMs can explain NN of other LLMs by OpenAI
Papers
Language understanding by generative pre-training - Alec et al. openAI
LLM are few shot learners - scaling LLMs with data is enough to make them few shot.
Models
Databricks dolly
Vicuna
LLaMA
Datasets
Tools
LangChain - An amazing tutorial in Youtube by Patrick Loeber about
LLMs
Prompt Templates
Chains
Agents and Tools
Memory
Document Loaders
Indexes
LangFlow, Medium, HuggingFace - is a UI for LangChain, designed with react-flow to provide an effortless way to experiment and prototype flows.
PandasAI - PandasAI, asking data Qs using LLMs on Panda's DFs with two code lines. ππππππ_ππ = πΏππππππ°πΈ(πππ) & ππππππ_ππ.πππ(ππ, ππππππ='πππππ πππ πππ π» ππππππππ πππππππππ?')
LLaMa Index - LlamaIndex (GPT Index) is a project that provides a central interface to connect your LLM's with external data.
Metrics
Understanding ROUGE - a family of metrics that evaluate the performance of a LLM in text summarization, i.e., ROUGE-1, ROUGE-2, ROUGE-L, for unigrams, bi grams, LCS, respectively.
Use Cases
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