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My 2025 AI Engineer Roadmap List
Tinashe Aarons
December 19, 2024
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
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
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 there! 🤗
I’m Cyprian Aarons, a Senior Software Engineer specializing in AI.
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