BestHub
Sign in
Data Thinking Notes
Author

Data Thinking Notes

Sharing insights on data architecture, governance, and middle platforms, exploring AI in data, and linking data with business scenarios.

295
Articles
0
Likes
609
Views
0
Comments
Recent Articles

Latest from Data Thinking Notes

100 recent articles max
Data Thinking Notes
Data Thinking Notes
May 5, 2025 · Artificial Intelligence

How MCP’s Text2SQL Service Turns Natural Language into Powerful Database Queries

This article explores the MCP platform’s data service capabilities, detailing its core components—Resources, Prompts, and Tools—and demonstrates how its Text2SQL feature enables natural‑language queries to retrieve table schemas, perform data sampling, and execute complex relational analyses across multiple database tables.

AIData integrationLLM
0 likes · 7 min read
How MCP’s Text2SQL Service Turns Natural Language into Powerful Database Queries
Data Thinking Notes
Data Thinking Notes
Apr 29, 2025 · Artificial Intelligence

From Transformers to DeepSeek‑R1: How LLMs Evolved to 2025

This article chronicles the evolution of large language models from the 2017 Transformer breakthrough through BERT, GPT series, multimodal models, and recent cost‑efficient innovations like DeepSeek‑R1, highlighting key architectures, training methods, alignment techniques, and their transformative impact on AI applications.

AI alignmentTransformerlarge language models
0 likes · 29 min read
From Transformers to DeepSeek‑R1: How LLMs Evolved to 2025
Data Thinking Notes
Data Thinking Notes
Apr 27, 2025 · Artificial Intelligence

Step‑by‑Step MCP Demo: Build Server and Claude/DeepSeek Clients

This guide walks developers through creating a complete MCP application, covering the workflow, server setup with Python, debugging tools, and client implementation using both Claude and DeepSeek models, complete with code snippets, environment configuration, and testing procedures to demonstrate end‑to‑end LLM tool integration.

ClaudeDeepSeekLLM
0 likes · 10 min read
Step‑by‑Step MCP Demo: Build Server and Claude/DeepSeek Clients
Data Thinking Notes
Data Thinking Notes
Apr 22, 2025 · Artificial Intelligence

How DeepSeek AI is Transforming Agriculture, Manufacturing, Finance, Healthcare, and Education

The Zhejiang University IT Center report highlights DeepSeek's AI technology across more than 40 real‑world cases in agriculture, manufacturing, finance, healthcare and education, demonstrating data‑driven, intelligent solutions that accelerate industry transformation and modernization.

AI applicationsData-driven transformationDeepSeek
0 likes · 3 min read
How DeepSeek AI is Transforming Agriculture, Manufacturing, Finance, Healthcare, and Education
Data Thinking Notes
Data Thinking Notes
Apr 17, 2025 · Artificial Intelligence

How Dify Accelerates Generative AI App Development with Low‑Code and Modular Design

Dify is an open‑source LLM application platform that blends BaaS and LLMOps, offering low‑code development, modular components, extensive model support, and advanced retrieval features, while also detailing its current limitations and recent enhancements such as MySQL integration and Elasticsearch‑based RAG capabilities.

AIElasticsearchLLM
0 likes · 7 min read
How Dify Accelerates Generative AI App Development with Low‑Code and Modular Design
Data Thinking Notes
Data Thinking Notes
Apr 15, 2025 · Artificial Intelligence

Understanding AI Agents: From Reinforcement Learning to LLM-Powered Planning

Professor Li Hongyi’s lecture provides a comprehensive, step‑by‑step exploration of AI agents, covering their definitions, reinforcement‑learning roots, LLM integration, memory mechanisms, tool usage, planning strategies, benchmarks, and practical examples, offering a valuable resource for anyone studying modern artificial intelligence.

AI agentsMemoryPlanning
0 likes · 67 min read
Understanding AI Agents: From Reinforcement Learning to LLM-Powered Planning