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AI & ML Roadmap

1. Python
├── Variables
├── Loops
├── Functions
├── OOP
└── File Handling

↓

2. Mathematics
├── Linear Algebra
├── Probability
├── Statistics
└── Calculus (Basics)

↓

3. Data Analysis
├── NumPy
├── Pandas
├── Matplotlib
├── SQL
└── Data Cleaning

↓

4. Machine Learning
├── Supervised Learning
├── Unsupervised Learning
├── Scikit-learn
├── Model Evaluation
└── Feature Engineering

↓

5. Deep Learning
├── Neural Networks
├── TensorFlow / PyTorch
├── CNN
├── RNN
└── Transformers

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6. Specialization (Choose One)
├── NLP
├── Computer Vision
├── Generative AI
├── Reinforcement Learning
└── Time Series

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7. Deployment
├── Flask / FastAPI
├── Docker
├── Git & GitHub
└── Cloud (AWS/GCP/Azure)

↓

8. Build Projects
├── 10+ ML Projects
├── Kaggle
├── Open Source
└── Portfolio

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I stand with Sonam Wangchuk 🇮🇳

I support his call for accountability and support the demand for Education Minister Dharmendra Pradhan's resignation. Accountability should exist in every government department—whether it's the Ministry of Education or any other ministry. Public institutions must be transparent and answerable to the people they serve.

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The Odyssey 🐎

Delhi Police ki MKC bhaiii 👮

Union Education Minister Dharmendra Pradhan Resigns 🎉

Methods Channel 🙂

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~ Nirmal purja

Machine Learning Notes

https://docs.google.com/document/d/1jIQa-etOGRvE9ZbO4OnmylNwD9UGp4GpjD4_CtC0N8A/edit?tab=t.0#heading=h.6yjbr0ucvedr

Jharkhand Protests 💀🔥