My 2025 AI Engineer Roadmap List
Developer Tools & Platforms
Frameworks / Infrastructure / Backends
- Supabase: An open-source Firebase alternative offering Postgres, authentication, and storage solutions. ๐
- LangChain: A powerful framework for building applications powered by LLMs, enabling seamless integration of prompts, chains, and agents. ๐ง
- LlamaIndex: A tool for connecting LLMs with your own data, streamlining retrieval-augmented generation workflows. ๐
- Streamlit: Quickly build interactive web apps for machine learning and data science projects. ๐ป
- FastAPI: A modern Python framework for building APIs with automatic interactive documentation. โก
- Django: A high-level Python web framework that encourages rapid development and clean, pragmatic design. ๐
- Flask: A lightweight WSGI web application framework in Python. ๐งฉ
Roadmaps
Learning and Growth Paths
- AI Engineer Roadmap: A step-by-step guide to mastering AI engineering in 2024. ๐
- Prompt Engineering Roadmap: Learn the art of crafting effective prompts for large language models. โ๏ธ
- Data Analyst Roadmap: A structured path to excelling as a data analyst. ๐
- AI and Data Scientist Roadmap: A holistic view of the skills and technologies needed for AI and data science careers. ๐งช
- System Design and Software Architecture: Essential guides for designing scalable, efficient, and maintainable systems. ๐๏ธ
- Python Developer Roadmap: Learn to become a modern Python developer. ๐
Tools
- CopilotKit: Build advanced AI-powered apps quickly and effectively. ๐ค
- Langflow: Simplify the process of designing LangChain-based applications. ๐จ
- Zapier and n8n: Automation tools to integrate workflows across applications. ๐
- OpenRouter: A centralized platform to experiment with and deploy various LLMs. ๐ ๏ธ
- Elastic RAG Agent: Combining Elasticsearch and LangChain for retrieval-augmented generation tasks. ๐
- Jupyter Notebooks: Interactive computing notebooks for data analysis and visualization. ๐
- VS Code: A popular code editor with extensive AI and Python extensions. โ๏ธ
Open-Source Projects
Noteworthy GitHub Repositories
- LangChain RAG Template: A starter template for building Retrieval-Augmented Generation workflows. ๐
- Agent Tutorials: Hands-on tutorials for implementing various agents. ๐ค
- Next.js AI Starter: A Next.js template for SaaS apps integrating AI features. ๐ก
- Voice Chat PDF: A tool to converse with PDFs using voice commands. ๐ฃ๏ธ
- Everything AI: A comprehensive collection of AI tools, libraries, and resources. ๐ ๏ธ
- Python Algorithms: A treasure trove of algorithmic implementations in Python. ๐งฎ
- OpenAI Assistants: Get started with deploying OpenAI-powered assistants. ๐ค
- EDA GPT: Explore AI-driven exploratory data analysis. ๐
Learning Resources
Books
- Building Generative AI Applications ๐
- Learning LangChain ๐
- Hands-on Generative AI ๐ ๏ธ
- Essential Math for AI ๐ข
- Think Python (3rd Edition) ๐
- Fluent Python (2nd Edition) ๐ฏ
Courses
- DeepLearning.AI: A wide variety of courses to master deep learning and related fields. ๐ง
- Coursera: Explore certifications, degrees, and free courses across AI, data science, and more. ๐
- LangChain Tutorials: Dedicated tutorials for leveraging LangChain effectively. ๐
Blogs
- "How I Built the Worldโs Best AI Scheduling App" ๐๏ธ
- "The AI-Powered Trip Planner" โ๏ธ
- "Integrate AI Effortlessly" ๐ค
- "Your Finance Aid Powered by CopilotKit" ๐ต
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!!
๐ Ready to Level Up Your Tech Insights?
Hi there! ๐ค
Iโm Cyprian Aarons, a Senior Software Engineer specializing in AI.
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