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TORRENT DETAILS
Heart Of Ai - A Theoretical Odyssey On Machine Learning
TORRENT SUMMARY
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Language: English | Size: 1.52 GB | Duration: 3h 58m
Unveiling the Elegance of Machine/Deep Learning
What you'll learn
Foundational Understanding of Mathematical Concepts in Machine Learning
Application of Mathematics to Neural Networks
Math-Driven Problem Solving in Deep Learning
Advanced Optimization and Regularization Techniques
Requirements
Basic understanding of algebra, including equations, functions, and basic operations.
Familiarity with basic concepts of calculus, including limits, derivatives, and integrals.
Basic knowledge of probability and statistics, including concepts of probability distributions, mean, and variance.
Basic programming skills in a language like Python, including variables, loops, and functions.
Basic knowledge of machine learning concepts, such as supervised and unsupervised learning.
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FILE LIST
Filename
Size
~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
