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My I Engineer Roadmap List

Mary-Kate Olsen

Dec 21, 2024 pm 04:48 PM

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.

My I Engineer Roadmap List

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