My 2025 AI Engineer Roadmap List

Developer Tools & Platforms

Frameworks / Infrastructure / Backends

• Supabase: An open-source Firebase alternative offering Postgres, authentication, and storage solutions. 🚀
• LangChain: A powerful framework for building applications powered by LLMs, enabling seamless integration of prompts, chains, and agents. 🧠
• LlamaIndex: A tool for connecting LLMs with your own data, streamlining retrieval-augmented generation workflows. 📖
• Streamlit: Quickly build interactive web apps for machine learning and data science projects. 💻
• FastAPI: A modern Python framework for building APIs with automatic interactive documentation. ⚡
• Django: A high-level Python web framework that encourages rapid development and clean, pragmatic design. 🌐
• Flask: A lightweight WSGI web application framework in Python. 🧩

Roadmaps

Learning and Growth Paths

• AI Engineer Roadmap: A step-by-step guide to mastering AI engineering in 2024. 🎓
• Prompt Engineering Roadmap: Learn the art of crafting effective prompts for large language models. ✍️
• Data Analyst Roadmap: A structured path to excelling as a data analyst. 📊
• AI and Data Scientist Roadmap: A holistic view of the skills and technologies needed for AI and data science careers. 🧪
• System Design and Software Architecture: Essential guides for designing scalable, efficient, and maintainable systems. 🏗️
• Python Developer Roadmap: Learn to become a modern Python developer. 🐍

Tools

• CopilotKit: Build advanced AI-powered apps quickly and effectively. 🤖
• Langflow: Simplify the process of designing LangChain-based applications. 🎨
• Zapier and n8n: Automation tools to integrate workflows across applications. 🔄
• OpenRouter: A centralized platform to experiment with and deploy various LLMs. 🛠️
• Elastic RAG Agent: Combining Elasticsearch and LangChain for retrieval-augmented generation tasks. 📂
• Jupyter Notebooks: Interactive computing notebooks for data analysis and visualization. 📓
• VS Code: A popular code editor with extensive AI and Python extensions. ✏️

Open-Source Projects

Noteworthy GitHub Repositories

• LangChain RAG Template: A starter template for building Retrieval-Augmented Generation workflows. 🔍
• Agent Tutorials: Hands-on tutorials for implementing various agents. 🤝
• Next.js AI Starter: A Next.js template for SaaS apps integrating AI features. 💡
• Voice Chat PDF: A tool to converse with PDFs using voice commands. 🗣️
• Everything AI: A comprehensive collection of AI tools, libraries, and resources. 🛠️
• Python Algorithms: A treasure trove of algorithmic implementations in Python. 🧮
• OpenAI Assistants: Get started with deploying OpenAI-powered assistants. 🤖
• EDA GPT: Explore AI-driven exploratory data analysis. 🔎

Learning Resources

Books

1. Building Generative AI Applications 📚
2. Learning LangChain 📖
3. Hands-on Generative AI 🛠️
4. Essential Math for AI 🔢
5. Think Python (3rd Edition) 🐍
6. Fluent Python (2nd Edition) 🎯

Courses

• DeepLearning.AI: A wide variety of courses to master deep learning and related fields. 🧠
• Coursera: Explore certifications, degrees, and free courses across AI, data science, and more. 🎓
• LangChain Tutorials: Dedicated tutorials for leveraging LangChain effectively. 📘

Blogs

• "How I Built the World’s Best AI Scheduling App" 🗓️
• "The AI-Powered Trip Planner" ✈️
• "Integrate AI Effortlessly" 🤖
• "Your Finance Aid Powered by CopilotKit" 💵

This is a list i curated in 2024 as i upskilled my skills as a AI Engineer and i hope it will benefit you too on your journey in the space. LFG!!

Ready to Level Up Your Tech Insights?

Hi Gang!🤗
I’m Cyprian Aarons, a Senior Software Engineer specializing in blockchain and AI. Join me on Twitter for daily deep-dives into cutting-edge tech, behind-the-scenes looks at innovative projects, and strategies to help you thrive in the digital era.