febriyansyah-id/COLLAB：面向 Google Colab 与 VS Code 的协作式 ML 工作区

febriyansyah-id/COLLAB

AI 导读

开发者 febriyansyah-id 发布 COLLAB 项目，一个面向 Google Colab、VS Code 和 GitHub Codespaces 的协作式机器学习工作区，涵盖 NLP 文本分类、图像分类、时间序列预测和推荐系统四类项目，每类各含 5 项测试。

正文

Collab Project — ML for Cloud & Collaboration

Febriyansyah — MTI, IT Security Leader (15+ yrs, Banking)

Collaborative ML workspace designed for Google Colab, VS Code, and GitHub Codespaces.

Project	Type	Models	Tests
`projects/nlp/`	Text Classification	Naive Bayes, Logistic, SVM	5 ✅
`projects/image/`	Image Classification	RandomForest, MLP	5 ✅
`projects/timeseries/`	Time Series Forecasting	Linear, RF, GBR	5 ✅
`projects/recommender/`	Recommendation System	Collaborative Filtering	5 ✅

Setup

pip install -r requirements.txt

Test

python -m pytest projects/ -v

Usage

# NLP: train text classifier (TF-IDF + Naive Bayes, Logistic, SVM)
python -m projects.nlp.src.train

# Image: train shape classifier (RF, MLP)
python -m projects.image.src.train

# Time Series: forecast with trend + seasonality
python -m projects.timeseries.src.train

# Recommender: user-based collaborative filtering
python -m projects.recommender.src.recommend

Colab Ready

Each project has a notebook in notebooks/ for interactive exploration in Google Colab.

来源：GitHub · github.com