🔰 Artificial Intelligence Roadmap 🤖

1️⃣ Foundations of AI & Math Essentials
├── What is AI, ML, DL?
├── Types of AI: Narrow, General, Super AI
├── Linear Algebra: Vectors, Matrices, Eigenvalues
├── Probability & Statistics: Bayes Theorem, Distributions
├── Calculus: Derivatives, Gradients (for optimization)

2️⃣ Programming & Tools
💻 Python – NumPy, Pandas, Matplotlib, Seaborn
🧰 Tools – Jupyter, VS Code, Git, GitHub
📦 Libraries – Scikit-learn, TensorFlow, PyTorch, OpenCV
📊 Data Handling – CSV, JSON, APIs, Web Scraping

3️⃣ Machine Learning (ML)
📈 Supervised Learning – Regression, Classification
🧠 Unsupervised Learning – Clustering, Dimensionality Reduction
🎯 Model Evaluation – Accuracy, Precision, Recall, F1, ROC
🔄 Model Tuning – Cross-validation, Grid Search
📂 ML Projects – Spam Classifier, House Price Prediction, Loan Approval

4️⃣ Deep Learning (DL)
🧠 Neural Networks – Perceptron, Activation Functions
🔁 CNNs – Image classification, object detection
🗣 RNNs & LSTMs – Time series, text generation
🧮 Transfer Learning – Using pre-trained models
🧪 DL Projects – Face Recognition, Image Captioning, Chatbots

5️⃣ Natural Language Processing (NLP)
📚 Text Preprocessing – Tokenization, Lemmatization, Stopwords
📊 Vectorization – TF-IDF, Word2Vec, BERT
🧠 NLP Tasks – Sentiment Analysis, Text Summarization, Q&A
💬 Chatbots – Rule-based, ML-based, Transformers

6️⃣ Computer Vision (CV)
📷 Image Processing – Filters, Edge Detection, Contours
🧠 Object Detection – YOLO, SSD, Haar Cascades
🧪 CV Projects – Mask Detection, OCR, Gesture Recognition

7️⃣ MLOps & Deployment
☁️ Model Deployment – Flask, FastAPI, Streamlit
📦 Model Saving – Pickle, Joblib, ONNX
🚀 Cloud Platforms – AWS, GCP, Azure
🔄 CI/CD for ML – MLflow, DVC, GitHub Actions

8️⃣ Optional Advanced Topics
📘 Reinforcement Learning – Q-Learning, DQN
🧠 GANs – Generate realistic images
🔐 AI Ethics – Bias, Fairness, Explainability
🧠 LLMs – Transformers, GPT, BERT, LLaMA

9️⃣ Portfolio Projects to Build
✔️ Spam Classifier
✔️ Face Recognition App
✔️ Movie Recommendation System
✔️ AI Chatbot
✔️ Image Caption Generator

💬 Tap ❤️ for more!