Heart Of Ai - A Theoretical Odyssey On Machine Learning

• Heart Of Ai - A Theoretical Odyssey On Machine Learning
• ~Get Your Files Here !/1 - Introduction Of The Course/1 - Course Structure.mp4 30.1 MB
• ~Get Your Files Here !/2 - Linear Algebra For Machine Learning/1 - L2 Norms exercise.html 123 B
• ~Get Your Files Here !/2 - Linear Algebra For Machine Learning/10 - QR Decomposition and GramSchmid Process.mp4 47.7 MB
• ~Get Your Files Here !/2 - Linear Algebra For Machine Learning/2 - Vectors and Matrices Scalar Vector Matrix Tensor.mp4 23.7 MB
• ~Get Your Files Here !/2 - Linear Algebra For Machine Learning/3 - Vector Operations.mp4 30.5 MB
• ~Get Your Files Here !/2 - Linear Algebra For Machine Learning/4 - Matrix Operations.mp4 45.5 MB
• ~Get Your Files Here !/2 - Linear Algebra For Machine Learning/5 - Norms in ML.mp4 59.1 MB
• ~Get Your Files Here !/2 - Linear Algebra For Machine Learning/6 - Linear Map And Linear Transformation.mp4 57.5 MB
• ~Get Your Files Here !/2 - Linear Algebra For Machine Learning/7 - Eigenvalues and Eigenvectors.mp4 36.4 MB
• ~Get Your Files Here !/2 - Linear Algebra For Machine Learning/8 - Principal Component Analysis.mp4 32 MB
• ~Get Your Files Here !/2 - Linear Algebra For Machine Learning/9 - LU Decomposition.mp4 52.7 MB
• ~Get Your Files Here !/3 - Calculus And Optimizations/11 - Basics of Calculus Derivatives and Partial Derivatives.mp4 40.5 MB
• ~Get Your Files Here !/3 - Calculus And Optimizations/12 - Gradients and Directional Derivatives.mp4 27.8 MB
• ~Get Your Files Here !/3 - Calculus And Optimizations/13 - Integration Double Triple integrals.mp4 40.5 MB
• ~Get Your Files Here !/3 - Calculus And Optimizations/14 - Local And Global MinimaMaxima.mp4 37.3 MB
• ~Get Your Files Here !/3 - Calculus And Optimizations/15 - Gradient Descent And Stochastic Gradient Descent.mp4 45.1 MB
• ~Get Your Files Here !/3 - Calculus And Optimizations/16 - Newtons Method And Conjugate Gradient Descent.mp4 26.1 MB
• ~Get Your Files Here !/3 - Calculus And Optimizations/17 - Regularization Techniques L1 L2 Elastic Net.mp4 29 MB
• ~Get Your Files Here !/3 - Calculus And Optimizations/2 - Derivatives Quiz.html 37 B
• ~Get Your Files Here !/3 - Calculus And Optimizations/3 - Integration.html 24 B
• ~Get Your Files Here !/4 - Probability and Statistics for Machine Learning/18 - Random Variables and Probability Distributions.mp4 37 MB
• ~Get Your Files Here !/4 - Probability and Statistics for Machine Learning/19 - Joint Marginal and Conditional Distribution.mp4 39.7 MB
• ~Get Your Files Here !/4 - Probability and Statistics for Machine Learning/20 - Hypothesis Testing.mp4 32.5 MB
• ~Get Your Files Here !/4 - Probability and Statistics for Machine Learning/21 - Confidence Intervals.mp4 27.2 MB
• ~Get Your Files Here !/4 - Probability and Statistics for Machine Learning/22 - Maximum Likelihood Estimation MLE and Bayesian Estimation.mp4 36.5 MB
• ~Get Your Files Here !/4 - Probability and Statistics for Machine Learning/23 - Naive Bayes Classifier.mp4 26.3 MB
• ~Get Your Files Here !/4 - Probability and Statistics for Machine Learning/24 - Gaussian Mixture Models GMMs.mp4 23.3 MB
• ~Get Your Files Here !/4 - Probability and Statistics for Machine Learning/25 - Hidden Markov Models HMMs.mp4 23.2 MB
• ~Get Your Files Here !/4 - Probability and Statistics for Machine Learning/4 - Bayes Theorem.html 25 B
• ~Get Your Files Here !/5 - Multivariable Calculus and Gradient Based Optimizations/26 - Jacobian Matrices.mp4 25.4 MB
• ~Get Your Files Here !/5 - Multivariable Calculus and Gradient Based Optimizations/27 - Chain Rule and HighOrder Derivatives.mp4 24.3 MB
• ~Get Your Files Here !/5 - Multivariable Calculus and Gradient Based Optimizations/28 - Hessian Matrix and secondorder Conditions.mp4 25.4 MB
• ~Get Your Files Here !/5 - Multivariable Calculus and Gradient Based Optimizations/29 - Backpropagation in Neural Network.mp4 32.3 MB
• ~Get Your Files Here !/5 - Multivariable Calculus and Gradient Based Optimizations/30 - Vanishing And Exploding Gradients.mp4 45.2 MB
• ~Get Your Files Here !/5 - Multivariable Calculus and Gradient Based Optimizations/31 - Optimizers Adam RMSProp SGD.mp4 16.8 MB
• ~Get Your Files Here !/6 - Linear Regression and Entropy/32 - Least Square Estimation.mp4 34.9 MB
• ~Get Your Files Here !/6 - Linear Regression and Entropy/33 - Normal Equations and Matrix Formulations.mp4 22.7 MB
• ~Get Your Files Here !/6 - Linear Regression and Entropy/34 - Polynomial Regression.mp4 23.8 MB
• ~Get Your Files Here !/6 - Linear Regression and Entropy/35 - Shannon Entropy.mp4 19.1 MB
• ~Get Your Files Here !/6 - Linear Regression and Entropy/36 - CrossEntropy Loss.mp4 25 MB
• ~Get Your Files Here !/6 - Linear Regression and Entropy/37 - Kullback Leibler Divergence.mp4 22.7 MB
• ~Get Your Files Here !/7 - Neural Networks/38 - FeedForward Neural Networks FNNs.mp4 27.3 MB
• ~Get Your Files Here !/7 - Neural Networks/39 - Convolutional Neural Networks CNNs.mp4 25.2 MB
• ~Get Your Files Here !/7 - Neural Networks/40 - Recurrent Neural Network RNN.mp4 27.7 MB
• ~Get Your Files Here !/7 - Neural Networks/41 - Graph Theory And NN.mp4 30.7 MB
• ~Get Your Files Here !/7 - Neural Networks/42 - Autoencoders and Variational Autoencoders.mp4 31.1 MB
• ~Get Your Files Here !/7 - Neural Networks/43 - Generative Adversarial Networks GANs.mp4 24.1 MB
• ~Get Your Files Here !/8 - Advanced Topics in Machine Learning/44 - Image Classification and Object Detection.mp4 38.7 MB
• ~Get Your Files Here !/8 - Advanced Topics in Machine Learning/45 - Natural Language Processing NLP.mp4 37.3 MB
• ~Get Your Files Here !/8 - Advanced Topics in Machine Learning/46 - Reinforcement Learning.mp4 25.6 MB
• ~Get Your Files Here !/8 - Advanced Topics in Machine Learning/47 - Quantum Machine Learning.mp4 26.5 MB
• ~Get Your Files Here !/8 - Advanced Topics in Machine Learning/48 - PresentationAI.pdf 7.1 MB
• ~Get Your Files Here !/8 - Advanced Topics in Machine Learning/48 - Resources and Further Learning.mp4 31.9 MB
• ~Get Your Files Here !/Bonus Resources.txt 386 B

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