MLOps Learning Journey "GitHub Hot Spots"

[Shenzhen] Yuanchuanghui: 5.26pm, the party hall is waiting for you.”

It’s another week of AI gods fighting. Last week, OpenAI released the latest GPT-4o model, and Google also followed suit and open sourced the Gemma 2 model. As AI large models continue to become more powerful, major technology giants are using them to reshape their own products. This has also made large model algorithm engineers hot, and the demand for related positions is booming.

For ordinary programmers, it may be difficult to transform into a large model algorithm expert. After all, algorithm research cannot be started by just brushing up on questions or memorizing "eight-part essay". However, you can try to gradually enter the field of large models through MLOps (machine learning operation and maintenance, partial engineering). There was a free MLOps course on the GitHub hot list last week: mlops-zoomcamp, a tutorial specially prepared for software engineers interested in machine learning engineering. I don’t know how much time you spend every day browsing the information flow. Glance is a panel that can integrate and display various information, allowing you to see the information you care about at a glance. If you are interested in compilation technology, then N64Recomp, an open source project that can compile N64 games into C code, will definitely suit your appetite.

Finally, while studying and improving, you can learn about Piko, which replaces Ngrok, and G-Helper, the open source alternative of ASUS Ultron Center, and update your toolbox.

Contents of this article
- 1. Open source hot search projects
  - 1.1 Dashboard tool to easily integrate information: Glance
  - 1.2 Tool for recompiling N64 games: N64Recomp
  - 1.3 Open source alternative to Ngrok: Piko
  - 1.4 Free MLOps course: mlops-zoomcamp
  - 1.5 One-stop AI desktop application: anything-llm
- 2. HelloGitHub hot reviews
  - 2.1 Open source alternative to ASUS Ultron Center: G-Helper
  - 2.2 Minimalist Android weather application: breathy-weather
- 3. Ending

1. Open source hot search projects

1.1 Dashboard tool to easily integrate information: Glance

Main language: Go , Star: 4.9k , weekly growth: 3.4k

This is a self-hosted dashboard. It is a single file, requires no installation, and can be used out of the box. It can integrate all the information you follow/subscribe into a unified interface and display it beautifully. It supports RSS subscriptions, posts, and news. , weather, bookmark calendar, stocks, video updates, website monitoring and other information sources, and is optimized for mobile terminals.

GitHub address→ github.com/glanceapp/glance

1.2 Tool for recompiling N64 games: N64Recomp

Main language: C++ , Star: 5k , weekly growth: 4.2k

This is a tool that can recompile Nintendo 64 (N64) game console games (binary files) into C code. This allows N64 games to be ported to any hardware platform, and the game can be run directly without an N64 emulator.

GitHub address→ github.com/N64Recomp/N64Recomp

1.3 Open source alternative to Ngrok: Piko

Main language: Go , Star: 1.3k , weekly growth: 1.1k

This is an open source intranet penetration tool written in Go and can be used as an open source alternative to Ngrok. It supports cluster deployment, load balancing, authentication and other functions, and can be easily hosted on k8s. It is suitable for scenarios such as accessing services in the corporate intranet and IoT devices connected to the intranet.

GitHub address→ github.com/andydunstall/piko

1.4 Free MLOps course: mlops-zoomcamp

Main language: Jupyter Notebook , Star: 10k , weekly growth: 700

MLOps is the abbreviation of Machine Learning Operations. This is a free MLOps tutorial. It provides a comprehensive MLOps learning path, covering the entire process of machine learning models from training to model deployment and online. It is suitable for those who want to system Programmers who learn MLOps and have certain programming basics and operation and maintenance knowledge.

GitHub address→ github.com/DataTalksClub/mlops-zoomcamp

1.5 One-stop AI desktop application: anything-llm

Main language: JavaScript , Star: 14.5k , weekly growth: 900

This is an AI desktop application that integrates RAG and AI Agent functions. It can convert documents, URLs or content in multiple formats into context for use when communicating with large language models (LLM). It supports running locally or deploying as a service. For use by multiple people, it can also be used with various LLM and vector databases to build private ChatGPT.

GitHub address→ github.com/Mintplex-Labs/anything-llm

2. HelloGitHub hot reviews

In this chapter, we will share the popular open source projects on the HelloGitHub website this week. You are welcome to share with us your experience in using these open source projects.

2.1 Open source alternative to ASUS Ultron Center: G-Helper

Main language: C#

This project is an open source alternative to ASUS Notebook Ultron Control Center (game notebook control software). It has the characteristics of a simple interface and extremely low system resource usage. It supports seamless switching of graphics card modes, adjustment of screen refresh rate, fan curve, power consumption, keyboard lighting and other functions.

Project details → hellogithub.com/repository/b605a265400540349edb6311aad18693

2.2 Minimalist Android weather application: breathy-weather

Main language: Kotlin

This is a very design-focused weather app, using the Material Design design language. It is simple and clean, free with no ads, and supports Chinese. It can display various weather data such as precipitation, air quality, hourly forecast, live weather, pollen, humidity, etc. for the next hour.

Project details → hellogithub.com/repository/6ceb5613064b4a6284beca2a1b3b6808

3. Ending

The above is the entire content of this issue of "GitHub Hot Topics". I hope you can find the open source projects you are interested in here. If you have other fun and interesting GitHub open source projects you want to share, welcome to HelloGitHub to communicate and discuss with us. .

Review of past issues