📊

ML Algorithms

Linear Regression, Logistic Regression, KNN, Decision Trees, SVM, PCA, and more

🧠

Deep Learning

Neural Networks, Loss Functions, Gradient Descent, Regularization

👁️

Computer Vision

Camera Models, Stereo Vision, Transformations, Epipolar Geometry, 3D Reconstruction

📊

Metrics & Evaluation

Classification, Regression, Object Detection, Segmentation, Clustering Metrics

💬

LLM

Transformers, Attention, Function Calling & RAG

📐

Linear Algebra

Vectors & Norms, Matrices & Decompositions, Linear Systems

📈

Statistics & Econometrics

Descriptive Statistics, Distributions, Hypothesis Testing, Econometrics & OLS

🚀

Deployment & Production

Model Quantization, Docker & Containerization

🎲

Probability Theory

Random Variables, Expectation & Variance