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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