Ask HN: Daily practices for building AI/ML skills?

This page summarizes the projects mentioned and recommended in the original post on news.ycombinator.com

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  • awesome-ai-papers

    A curated list of the most impressive AI papers

  • In case you're unsure which papers would be good to implement, here's a nice GitHub repo: https://github.com/aimerou/awesome-ai-papers

    Try out the "historical papers"! :)

  • AntiPython-AI-Club

    Discontinued AI for people who don't like Python [Moved to: https://github.com/Fileforma/AntiPython-AI-Compiler-Colab]

  • If you're interested in AI but dislike Python you can join the Anti Python AI club here: https://github.com/Fileforma/AntiPython-AI-Club

    We work together to build AI models in our favorite programming languages.

  • InfluxDB

    Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

    InfluxDB logo
  • minGPT

    A minimal PyTorch re-implementation of the OpenAI GPT (Generative Pretrained Transformer) training

  • minGPT (Karpathy): https://github.com/karpathy/minGPT

    Next, some foundational textbooks for general ML and deep learning:

  • course22p2

    course.fast.ai 2022 part 2

  • Practical Deep Learning for Coders: https://course.fast.ai/Lessons/part2.html

  • LLMsPracticalGuide

    A curated list of practical guide resources of LLMs (LLMs Tree, Examples, Papers)

  • deep_learning_curriculum

    Language model alignment-focused deep learning curriculum

  • [3] - https://github.com/jacobhilton/deep_learning_curriculum

  • mlops-course

    Learn how to design, develop, deploy and iterate on production-grade ML applications.

  • coming from a similar context, i believe going top down might be the way to go.

    up to your motivation, doing basic level courses first (as shared by others) and then tackling your own application of the concepts might be the way to go.

    i also observe the need for strong IT skills for implementing end-to-end ml systems. so, you can play to your strenghts and also consider working on MLOps. (online self-paced course - https://github.com/GokuMohandas/mlops-course)

    i went back to school to get structured learning. whether you find it directly useful or not, i found it more effective than just motivating myself to self-learn dry theory. down the line, if you want to go all-in, this might be a good option for you too.

  • SaaSHub

    SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

    SaaSHub logo
  • awesome-chatgpt-prompts

    This repo includes ChatGPT prompt curation to use ChatGPT better.

  • I've found the following resources helpful:

    - 15 Rules For Crafting Effective GPT Chat Prompts (https://expandi.io/blog/chat-gpt-rules/)

    - Awesome ChatGPT Prompts (https://github.com/f/awesome-chatgpt-prompts)

    For more resources of like nature, you can search for "mega prompt".

NOTE: The number of mentions on this list indicates mentions on common posts plus user suggested alternatives. Hence, a higher number means a more popular project.

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