AI - Agent - Chat with Your CSV using Local LLMs!
🚀 Chat with Your CSV using Local LLMs!
I just built a quick prototype that lets me ask natural language questions about structured data — powered entirely by local resources.
🔧 Stack used:
🧠 Ollama with the Mistral model (running locally)
🐍 LangChain for agent-based querying
📊 Pandas for data handling
💻 All local, no API keys required!
💡 Here's what it does:
Loads a CSV (data.csv)
Creates a DataFrame Agent using LangChain
Lets you ask questions like:
“Which product had the highest sales?”
And returns meaningful answers using the local Mistral model
🔍 Sample code snippet:
llm = Ollama(model="mistral")
agent = create_pandas_dataframe_agent(llm, df, ...)
response = agent.invoke("Which product had the highest sales?")
print(response)
💭 This is a great starting point for building local, private, and intelligent data analysis tools — especially in environments where cloud-based LLMs aren't an option.
#LangChain #Ollama #Pandas #LLM #DataScience #Python #AI #OpenSource #PrivateAI #Mistral #ChatWithYourData
Видео AI - Agent - Chat with Your CSV using Local LLMs! канала Lakshmanan M
I just built a quick prototype that lets me ask natural language questions about structured data — powered entirely by local resources.
🔧 Stack used:
🧠 Ollama with the Mistral model (running locally)
🐍 LangChain for agent-based querying
📊 Pandas for data handling
💻 All local, no API keys required!
💡 Here's what it does:
Loads a CSV (data.csv)
Creates a DataFrame Agent using LangChain
Lets you ask questions like:
“Which product had the highest sales?”
And returns meaningful answers using the local Mistral model
🔍 Sample code snippet:
llm = Ollama(model="mistral")
agent = create_pandas_dataframe_agent(llm, df, ...)
response = agent.invoke("Which product had the highest sales?")
print(response)
💭 This is a great starting point for building local, private, and intelligent data analysis tools — especially in environments where cloud-based LLMs aren't an option.
#LangChain #Ollama #Pandas #LLM #DataScience #Python #AI #OpenSource #PrivateAI #Mistral #ChatWithYourData
Видео AI - Agent - Chat with Your CSV using Local LLMs! канала Lakshmanan M
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