diff --git a/README.md b/README.md index 1a48fec..c561237 100644 --- a/README.md +++ b/README.md @@ -5,6 +5,46 @@ Machine Learning has become popular and is now a crucial tool for research as we This machine learning project article has over 100 new ML projects and ideas. Whether you're a college student or an industry professional, these projects are helpful. They're designed for learners beginning their journey into Machine Learning and Data Science. +## 📌 Required Python Libraries for Projects + +To work on most of the projects in this repository, you will need the following Python libraries: + +### 🔹 Core Machine Learning & Deep Learning +- TensorFlow +- Keras +- PyTorch +- scikit-learn +- numpy +- pandas +- scipy +- xgboost + +### 🔹 Data Visualization +- matplotlib +- seaborn + +### 🔹 Computer Vision (Recommended) +- opencv-python +- pillow +- mediapipe + +### 🔹 Natural Language Processing (NLP) +- nltk +- spacy +- transformers + +### 🔹 Audio & Speech Processing +- librosa +- speechrecognition + +### 🔹 Graph & Math Libraries +- NetworkX +- SymPy + +These libraries cover most of the projects related to machine learning, deep learning, computer vision, and NLP in this repository. + + + ## Machine Learning Projects for Beginners