FreeCourseWeb com Heart Of Ai Theoretical Odyssey On Machine Learning

FreeCourseWeb com Heart Of Ai Theoretical Odyssey On Machine Learning

Name	[ FreeCourseWeb.com ] Heart Of Ai - A Theoretical Odyssey On Machine Learning	DOWNLOAD Copy Link Trouble downloading? see How To
Total Size	1.6 GB
Total Files	55
Last Seen	2025-04-12 00:03
Hash	CF6E003FCEEB789EFFAD885691E6324AC8DE2FC1

/
Get Bonus Downloads Here.url	0.2 KB
/.../1 - Introduction Of The Course/
1 - Course Structure.mp4	31.5 MB
/.../2 - Linear Algebra For Machine Learning/
1 - L2 Norms exercise.html	0.1 KB
10 - QR Decomposition and GramSchmid Process.mp4	50.0 MB
2 - Vectors and Matrices Scalar Vector Matrix Tensor.mp4	24.8 MB
3 - Vector Operations.mp4	32.0 MB
4 - Matrix Operations.mp4	47.7 MB
5 - Norms in ML.mp4	62.0 MB
6 - Linear Map And Linear Transformation.mp4	60.3 MB
7 - Eigenvalues and Eigenvectors.mp4	38.2 MB
8 - Principal Component Analysis.mp4	33.5 MB
9 - LU Decomposition.mp4	55.3 MB
/.../3 - Calculus And Optimizations/
11 - Basics of Calculus Derivatives and Partial Derivatives.mp4	42.4 MB
12 - Gradients and Directional Derivatives.mp4	29.2 MB
13 - Integration Double Triple integrals.mp4	42.5 MB
14 - Local And Global MinimaMaxima.mp4	39.2 MB
15 - Gradient Descent And Stochastic Gradient Descent.mp4	47.3 MB
16 - Newtons Method And Conjugate Gradient Descent.mp4	27.3 MB
17 - Regularization Techniques L1 L2 Elastic Net.mp4	30.4 MB
2 - Derivatives Quiz.html	0.0 KB
3 - Integration.html	0.0 KB
/.../4 - Probability and Statistics for Machine Learning/
18 - Random Variables and Probability Distributions.mp4	38.8 MB
19 - Joint Marginal and Conditional Distribution.mp4	41.7 MB
20 - Hypothesis Testing.mp4	34.1 MB
21 - Confidence Intervals.mp4	28.6 MB
22 - Maximum Likelihood Estimation MLE and Bayesian Estimation.mp4	38.3 MB
23 - Naive Bayes Classifier.mp4	27.5 MB
24 - Gaussian Mixture Models GMMs.mp4	24.4 MB
25 - Hidden Markov Models HMMs.mp4	24.4 MB
4 - Bayes Theorem.html	0.0 KB
/.../5 - Multivariable Calculus and Gradient Based Optimizations/
26 - Jacobian Matrices.mp4	26.6 MB
27 - Chain Rule and HighOrder Derivatives.mp4	25.5 MB
28 - Hessian Matrix and secondorder Conditions.mp4	26.6 MB
29 - Backpropagation in Neural Network.mp4	33.9 MB
30 - Vanishing And Exploding Gradients.mp4	47.4 MB
31 - Optimizers Adam RMSProp SGD.mp4	17.6 MB
/.../6 - Linear Regression and Entropy/
32 - Least Square Estimation.mp4	36.6 MB
33 - Normal Equations and Matrix Formulations.mp4	23.8 MB
34 - Polynomial Regression.mp4	25.0 MB
35 - Shannon Entropy.mp4	20.0 MB
36 - CrossEntropy Loss.mp4	26.2 MB
37 - Kullback Leibler Divergence.mp4	23.8 MB
/7 - Neural Networks/
38 - FeedForward Neural Networks FNNs.mp4	28.6 MB
39 - Convolutional Neural Networks CNNs.mp4	26.4 MB
40 - Recurrent Neural Network RNN.mp4	29.0 MB
41 - Graph Theory And NN.mp4	32.2 MB
42 - Autoencoders and Variational Autoencoders.mp4	32.6 MB
43 - Generative Adversarial Networks GANs.mp4	25.3 MB
/.../8 - Advanced Topics in Machine Learning/
44 - Image Classification and Object Detection.mp4	40.6 MB
45 - Natural Language Processing NLP.mp4	39.1 MB
46 - Reinforcement Learning.mp4	26.9 MB
47 - Quantum Machine Learning.mp4	27.8 MB
48 - PresentationAI.pdf	7.5 MB
48 - Resources and Further Learning.mp4	33.4 MB
/~Get Your Files Here !/
Bonus Resources.txt	0.4 KB
Total files 55