CH 11.1Ch-1 Maths -Linear-Algebra1.Eigenvalues & Eigenvectors2.Matrix Basics3.Matrix Decomposition np.linalg.svd(A)4.Matrix Outer Product (np.outer(error, x))5.Matrix-Dot Product X @ W6.Scalars, Vectors, and MatricesCH 21.2Ch-2 Maths-Probability1.Basic Probability2.Bayes' Theorem3.Conditional Probability4.DistributionsCH 31.3Ch-3 Maths-Statistics1.Correlation2.Covariance3.Mean, Median, and Mode4.Variance & Standard DeviationCH 41.4Ch-4 Maths-Calculus-Optimization1.The Chain Rule2.Derivatives3.Gradient Descent4.GradientsCH 51.5Ch-5 Libraries1.NumPy2.Pandas3.Scikit-Learn4.Matplotlib5.PyTorch6.Hugging Face7.LangChain8.MLflow9.FastAPI10.OpenCV
CH 11.1Ch-1 Maths -Linear-Algebra1.Eigenvalues & Eigenvectors2.Matrix Basics3.Matrix Decomposition np.linalg.svd(A)4.Matrix Outer Product (np.outer(error, x))5.Matrix-Dot Product X @ W6.Scalars, Vectors, and Matrices
CH 21.2Ch-2 Maths-Probability1.Basic Probability2.Bayes' Theorem3.Conditional Probability4.Distributions
CH 31.3Ch-3 Maths-Statistics1.Correlation2.Covariance3.Mean, Median, and Mode4.Variance & Standard Deviation
CH 51.5Ch-5 Libraries1.NumPy2.Pandas3.Scikit-Learn4.Matplotlib5.PyTorch6.Hugging Face7.LangChain8.MLflow9.FastAPI10.OpenCV