The five ways to build machine learning models – Artofit

Image gallery for: The five ways to build machine learning models

The Five Ways To Build Machine Learning Models

Machine learning systems are core to enabling each of these seven patterns of AI.
Advertisement
Cube digital
Artificial Intelligence

Ai project
Ai ML and DL

AI
Logo design creative
Advertisement
professional tips
Thang - 🤖 **Sự tiến hóa của AI Agents không chỉ là về mô hình thông minh hơn — mà là về hệ sinh thái phối hợp giữa các Agent!** Từ những dòng input đơn giản → đến các hệ thống AI có thể ghi nhớ, dùng công cụ, phối hợp với nhau và với con người. Bạn đang ứng dụng AI ở giai đoạn nào trong 6 level trên? Và bạn nghĩ bao lâu nữa chúng ta sẽ đến giai đoạn 6? ⏳ Cùng bàn luận nhé! 👇 ----- 𝐓𝐡𝐞 𝐄𝐯𝐨𝐥𝐮𝐭𝐢𝐨𝐧 𝐨𝐟 𝐀𝐈 𝐀𝐠𝐞𝐧𝐭𝐬 We’ve come a long way from basic text inputs to highly capable AI agents that can reason, retrieve, plan, and collaborate. Here’s a visual breakdown of how AI agents have evolved through 6 powerful stages: 1️⃣ LLM Processing Flow – Simple input/output based on a prompt. 2️⃣ LLMs with Document Understanding – Better comprehension of structured input. 3️⃣ RAGs + Tool Use – Combining retrieval with generation and using tools for better context. 4️⃣ Multi-Modal Workflows – Accepting text, images, audio, and video, along with memory & tools. 5️⃣ Advanced Agent Architecture – Decision-making with short-term & long-term memory, tool orchestration, and semantic context. 6️⃣ The Future of AI Agents – Inter-agent communication, compliance, human-AI collaboration, and modular agent ecosystems. 🚀 The future is not about just smarter models. It's about coordinated AI agents working in structured environments with memory, tools, and reasoning

Data Science
𝗪𝗲 𝗻𝗲𝗲𝗱 𝘁𝗼 𝗺𝗼𝘃𝗲 𝗯𝗲𝘆𝗼𝗻𝗱 𝗰𝗮𝗹𝗹𝗶𝗻𝗴…

AI Agent
AI
Artificial Intelligence

Quick Saves
Tattoos
Infographic: Introduction to AI for Beginners via #ArtificialIntelligence #AI #ML #MachineLearning

Programing
Advertisement
Advertisement
Advertisement
bulletin boards ideas