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40 changes: 40 additions & 0 deletions README.md
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Expand Up @@ -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

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