
Tech Questers
June 18, 2025 at 03:54 PM
*🤖 Master Artificial Intelligence (AI) :*
The AI Tree 👇
|
|── *Foundations*
| ├── Math – Linear Algebra, Calculus, Probability
| ├── Statistics – Descriptive & Inferential
| └── Programming – Python (NumPy, Pandas)
|
|── *Machine Learning (ML)*
| ├── Supervised Learning – Regression, Classification
| ├── Unsupervised – Clustering, Dimensionality Reduction
| └── Algorithms – SVM, KNN, Decision Trees, Random Forest
|
|── *Deep Learning (DL)*
| ├── Neural Networks (ANN, CNN, RNN)
| ├── Frameworks – TensorFlow, PyTorch, Keras
| ├── Transfer Learning
| └── Hyperparameter Tuning
|
|── *Natural Language Processing (NLP)*
| ├── Text Preprocessing – Tokenization, Stopwords
| ├── Models – BERT, GPT, LLMs
| └── Tasks – Translation, Sentiment, Chatbots
|
|── *Computer Vision*
| ├── Image Classification / Object Detection
| ├── OpenCV / YOLO / CNNs
| └── Face & Gesture Recognition
|
|── *Reinforcement Learning*
| ├── Agents, Rewards, Environments
| ├── Q-Learning
| └── Deep Q-Networks (DQN)
|
|── *AI Ethics & Safety*
| ├── Bias & Fairness
| ├── Explainability (XAI)
| └── Responsible AI
|
|── *Tools & Libraries*
| ├── Scikit-learn
| ├── OpenAI APIs / Hugging Face
| └── MLflow / Weights & Biases
||── *Deployment & MLOps*
| ├── Model Serving – Flask, FastAPI
| ├── Docker / Kubernetes
| └── CI/CD & Monitoring
|
|── *Popular Projects*
| ├── Image Classifier
| ├── Chatbot with GPT
| └── Movie Recommendation System
|
|── *Best Practices*
| ├── Reproducible Code
| ├── Data Versioning
| └── Interpretability
|
|── END __
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