Steerage calls itself “a steerage language for controlling massive language fashions”, and is an open supply undertaking by Microsoft that “allows [prompt designers] to manage fashionable language fashions extra successfully and effectively than conventional prompting or chaining”. This can be a tutorial on Steerage to see whether or not it delivers on that promise and the way it matches into the LLM (massive language fashions, like GPT-3, Cohere, Alpaca, Claude and so on) tooling ecosystem.
As a substitute of parting methods together with your cash on “immediate engineering gurus” solely to discover ways to write clear directions in English (💩!), make investments the money and time into studying learn how to create higher interfaces between immediate and output utilizing a framework (or extra precisely templating language) like Steerage. It really works with nearly all LLMs (proprietary ones like GPT, to open supply fashions on huggingface).
– Watch PART 1 of the LangChain / LLM sequence:
Construct a GPT Q&A by yourself knowledge
https://youtu.be/DYOU_Z0hAwo
– Watch PART 2 of the LangChain / LLM sequence:
LangChain + OpenAI to speak w/ (question) personal Database / CSV!
https://youtu.be/Fz0WJWzfNPI
– Watch PART 3 of the LangChain / LLM sequence
LangChain + HuggingFace’s Inference API (no OpenAI credit required!)
https://youtu.be/dD_xNmePdd0
– Watch PART 4 of the LangChain / LLM sequence
Understanding Embeddings in LLMs (ft LlamadIndex + Chroma db)
https://youtu.be/6uyBc0jm1xQ
– Watch PART 5 of the LangChain / LLM sequence
Question any web site with GPT3 and LlamaIndex
https://youtu.be/6K1lyyzpxtk
– Watch PART 6 of the LangChain / LLM sequence
Domestically-hosted, offline LLM w/LlamaIndex + OPT (open supply, instruction-tuning LLM)
https://youtu.be/qAvHs6UNb2k
– Watch PART 7 of the LangChain / LLM sequence
Constructing an AI language tutor: Pinecone + LlamaIndex + GPT-3 + BeautifulSoup
https://youtu.be/k8G1EDZgF1E
– Watch PART 8 of the LangChain / LLM sequence
Constructing a queryable journal 💬 w/ OpenAI, markdown & LlamaIndex 🦙
https://youtu.be/OzDhJOR5IfQ
– Watch PART 9 of the LLM sequence
Making a Sci-Fi sport w/ Cohere LLM + Stability.ai: Generative AI tutorial
https://youtu.be/uR93yTNGtP4
– Watch PART 10 of the LLM sequence
GPT builds complete app from immediate (ft. SMOL Developer)
https://youtu.be/Ll_VIsIjuFg
Hyperlink to Steerage (GitHub): https://github.com/microsoft/guidance
All of the code for the LLM (massive language fashions) sequence that includes GPT-3, ChatGPT, LangChain, LlamaIndex and extra are on my github repository so go and ⭐ star or 🍴 fork it. Comfortable Coding!
https://github.com/onlyphantom/llm-python
