My I 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
- Building Generative AI Applications ?
- Learning LangChain ?
- Hands-on Generative AI ?️
- Essential Math for AI ?
- Think Python (3rd Edition) ?
- 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.
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