| 1 - Course Structure.mp4 | 30.1 MB | ||
| 1 - L2 Norms exercise.html | 102.4 B | ||
| 10 - QR Decomposition and GramSchmid Process.mp4 | 47.7 MB | ||
| 11 - Basics of Calculus Derivatives and Partial Derivatives.mp4 | 40.5 MB | ||
| 12 - Gradients and Directional Derivatives.mp4 | 27.8 MB | ||
| 13 - Integration Double Triple integrals.mp4 | 40.5 MB | ||
| 14 - Local And Global MinimaMaxima.mp4 | 37.3 MB | ||
| 15 - Gradient Descent And Stochastic Gradient Descent.mp4 | 45.1 MB | ||
| 16 - Newtons Method And Conjugate Gradient Descent.mp4 | 26.1 MB | ||
| 17 - Regularization Techniques L1 L2 Elastic Net.mp4 | 29 MB | ||
| 18 - Random Variables and Probability Distributions.mp4 | 37 MB | ||
| 19 - Joint Marginal and Conditional Distribution.mp4 | 39.7 MB | ||
| 2 - Derivatives Quiz.html | 0 B | ||
| 2 - Vectors and Matrices Scalar Vector Matrix Tensor.mp4 | 23.7 MB | ||
| 20 - Hypothesis Testing.mp4 | 32.5 MB | ||
| 21 - Confidence Intervals.mp4 | 27.2 MB | ||
| 22 - Maximum Likelihood Estimation MLE and Bayesian Estimation.mp4 | 36.5 MB | ||
| 23 - Naive Bayes Classifier.mp4 | 26.3 MB | ||
| 24 - Gaussian Mixture Models GMMs.mp4 | 23.3 MB | ||
| 25 - Hidden Markov Models HMMs.mp4 | 23.2 MB | ||
| 26 - Jacobian Matrices.mp4 | 25.4 MB | ||
| 27 - Chain Rule and HighOrder Derivatives.mp4 | 24.3 MB | ||
| 28 - Hessian Matrix and secondorder Conditions.mp4 | 25.4 MB | ||
| 29 - Backpropagation in Neural Network.mp4 | 32.3 MB | ||
| 3 - Integration.html | 0 B | ||
| 3 - Vector Operations.mp4 | 30.5 MB | ||
| 30 - Vanishing And Exploding Gradients.mp4 | 45.2 MB | ||
| 31 - Optimizers Adam RMSProp SGD.mp4 | 16.8 MB | ||
| 32 - Least Square Estimation.mp4 | 34.9 MB | ||
| 33 - Normal Equations and Matrix Formulations.mp4 | 22.7 MB | ||
| 34 - Polynomial Regression.mp4 | 23.8 MB | ||
| 35 - Shannon Entropy.mp4 | 19.1 MB | ||
| 36 - CrossEntropy Loss.mp4 | 25 MB | ||
| 37 - Kullback Leibler Divergence.mp4 | 22.7 MB | ||
| 38 - FeedForward Neural Networks FNNs.mp4 | 27.3 MB | ||
| 39 - Convolutional Neural Networks CNNs.mp4 | 25.2 MB | ||
| 4 - Bayes Theorem.html | 0 B | ||
| 4 - Matrix Operations.mp4 | 45.5 MB | ||
| 40 - Recurrent Neural Network RNN.mp4 | 27.7 MB | ||
| 41 - Graph Theory And NN.mp4 | 30.7 MB | ||
| 42 - Autoencoders and Variational Autoencoders.mp4 | 31.1 MB | ||
| 43 - Generative Adversarial Networks GANs.mp4 | 24.1 MB | ||
| 44 - Image Classification and Object Detection.mp4 | 38.7 MB | ||
| 45 - Natural Language Processing NLP.mp4 | 37.3 MB | ||
| 46 - Reinforcement Learning.mp4 | 25.6 MB | ||
| 47 - Quantum Machine Learning.mp4 | 26.5 MB | ||
| 48 - PresentationAI.pdf | 7.1 MB | ||
| 48 - Resources and Further Learning.mp4 | 31.9 MB | ||
| 5 - Norms in ML.mp4 | 59.1 MB | ||
| 6 - Linear Map And Linear Transformation.mp4 | 57.5 MB | ||
| 7 - Eigenvalues and Eigenvectors.mp4 | 36.4 MB | ||
| 8 - Principal Component Analysis.mp4 | 32 MB | ||
| 9 - LU Decomposition.mp4 | 52.7 MB | ||
| Bonus Resources.txt | 409.6 B | ||
| Get Bonus Downloads Here.url | 204.8 B | ||
| ▲ 55 total files | |||
Heart Of Ai: A Theoretical Odyssey On Machine Learning
https://FreeCourseWeb.com
Published 9/2023
MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz
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.
| torrent name | size | uploader | age | seed | leech |
|---|---|---|---|---|---|
| 543.6 MB | freecoursewb | 3 years | 0 | 0 | |
| 2.38 GB | Anonymous | 3 years | 0 | 1 | |
| 1.4 GB | freecoursewb | 4 years | 4 | 0 | |
| 496.7 MB | Calcidose | 4 years | 2 | 0 | |
| 496.7 MB | Calcidose | 4 years | 0 | 0 |
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