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CyprianTinasheAarons
CyprianTinasheAarons

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My 2025 AI Engineer Roadmap List

Developer Tools & Platforms

Frameworks / Infrastructure / Backends

  • Supabase: An open-source Firebase alternative offering Postgres, authentication, and storage solutions. ๐Ÿš€
  • LangChain: A powerful framework for building applications powered by LLMs, enabling seamless integration of prompts, chains, and agents. ๐Ÿง 
  • LlamaIndex: A tool for connecting LLMs with your own data, streamlining retrieval-augmented generation workflows. ๐Ÿ“–
  • Streamlit: Quickly build interactive web apps for machine learning and data science projects. ๐Ÿ’ป
  • FastAPI: A modern Python framework for building APIs with automatic interactive documentation. โšก
  • Django: A high-level Python web framework that encourages rapid development and clean, pragmatic design. ๐ŸŒ
  • Flask: A lightweight WSGI web application framework in Python. ๐Ÿงฉ

Roadmaps

Learning and Growth Paths


Tools

  • CopilotKit: Build advanced AI-powered apps quickly and effectively. ๐Ÿค–
  • Langflow: Simplify the process of designing LangChain-based applications. ๐ŸŽจ
  • Zapier and n8n: Automation tools to integrate workflows across applications. ๐Ÿ”„
  • OpenRouter: A centralized platform to experiment with and deploy various LLMs. ๐Ÿ› ๏ธ
  • Elastic RAG Agent: Combining Elasticsearch and LangChain for retrieval-augmented generation tasks. ๐Ÿ“‚
  • Jupyter Notebooks: Interactive computing notebooks for data analysis and visualization. ๐Ÿ““
  • VS Code: A popular code editor with extensive AI and Python extensions. โœ๏ธ

Open-Source Projects

Noteworthy GitHub Repositories

  • LangChain RAG Template: A starter template for building Retrieval-Augmented Generation workflows. ๐Ÿ”
  • Agent Tutorials: Hands-on tutorials for implementing various agents. ๐Ÿค
  • Next.js AI Starter: A Next.js template for SaaS apps integrating AI features. ๐Ÿ’ก
  • Voice Chat PDF: A tool to converse with PDFs using voice commands. ๐Ÿ—ฃ๏ธ
  • Everything AI: A comprehensive collection of AI tools, libraries, and resources. ๐Ÿ› ๏ธ
  • Python Algorithms: A treasure trove of algorithmic implementations in Python. ๐Ÿงฎ
  • OpenAI Assistants: Get started with deploying OpenAI-powered assistants. ๐Ÿค–
  • EDA GPT: Explore AI-driven exploratory data analysis. ๐Ÿ”Ž

Learning Resources

Books

  1. Building Generative AI Applications ๐Ÿ“š
  2. Learning LangChain ๐Ÿ“–
  3. Hands-on Generative AI ๐Ÿ› ๏ธ
  4. Essential Math for AI ๐Ÿ”ข
  5. Think Python (3rd Edition) ๐Ÿ
  6. Fluent Python (2nd Edition) ๐ŸŽฏ

Courses

  • DeepLearning.AI: A wide variety of courses to master deep learning and related fields. ๐Ÿง 
  • Coursera: Explore certifications, degrees, and free courses across AI, data science, and more. ๐ŸŽ“
  • LangChain Tutorials: Dedicated tutorials for leveraging LangChain effectively. ๐Ÿ“˜

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!!


๐Ÿš€ Ready to Level Up Your Tech Insights?

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Top comments (3)

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junaway profile image
Juan Pablo Vega โ€ข

You should definitely try cloud.agenta.ai

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cypriantinasheaarons profile image
CyprianTinasheAarons โ€ข

Thanks Bro . Just checked it out looks insane!!

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Vaibhav Mangroliya โ€ข

Very Informative BRO ๐Ÿ‘Š

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