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TORRENT DETAILS
Udemy - Machine Learning Deep Learning For Interviewees And Researcher
TORRENT SUMMARY
Status:
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Language: English | Size: 1.53 GB | Duration: 4h 25m
Machine Learning, Linear Regression, PCA, Neural Networks, Hyperparameters, Deep Learning, Keras
What you'll learn
Fundamentals of machine learning and deep learning with respect to big data applications.
Machine learning and deep learning concepts required to give data science interviews.
Suite of tools for exploratory data analysis and machine learning modeling.
Coding-based case studies
Requirements
Basic knowledge of programming is required.
No prior data science experience required. You will learn everything you need to know in the course.
Description
Interested in Machine Learning, and Deep Learning and preparing for your interviews or research? Then, this course is for you!
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FILE LIST
Filename
Size
~Get Your Files Here !/01 - Advanced Statistics and Machine Learning/001 Types of Machine Learning.mp4
15.5 MB
~Get Your Files Here !/01 - Advanced Statistics and Machine Learning/001 Types of Machine Learning_en.vtt
5.9 KB
~Get Your Files Here !/01 - Advanced Statistics and Machine Learning/002 Parametric Models.mp4
20.9 MB
~Get Your Files Here !/01 - Advanced Statistics and Machine Learning/002 Parametric Models_en.vtt
4 KB
~Get Your Files Here !/01 - Advanced Statistics and Machine Learning/003 Non-parametric Models.mp4
30.1 MB
~Get Your Files Here !/01 - Advanced Statistics and Machine Learning/003 Non-parametric Models_en.vtt
4.6 KB
~Get Your Files Here !/01 - Advanced Statistics and Machine Learning/004 Central Limit Theorem. Gaussian Distribution. ML framework.mp4
84.4 MB
~Get Your Files Here !/01 - Advanced Statistics and Machine Learning/004 Central Limit Theorem. Gaussian Distribution. ML framework_en.vtt
11.6 KB
~Get Your Files Here !/01 - Advanced Statistics and Machine Learning/005 Dimensionality Reducing Principle Component Analysis - Eigen Decomposition.mp4
68.3 MB
~Get Your Files Here !/01 - Advanced Statistics and Machine Learning/005 Dimensionality Reducing Principle Component Analysis - Eigen Decomposition_en.vtt
13.8 KB
~Get Your Files Here !/02 - Training Machine Learning Models/001 Supervised Machine Learning.mp4
38.9 MB
~Get Your Files Here !/02 - Training Machine Learning Models/001 Supervised Machine Learning_en.vtt
10.5 KB
~Get Your Files Here !/02 - Training Machine Learning Models/002 Regression.mp4
13.7 MB
~Get Your Files Here !/02 - Training Machine Learning Models/002 Regression_en.vtt
4 KB
~Get Your Files Here !/02 - Training Machine Learning Models/003 Classification.mp4
17.9 MB
~Get Your Files Here !/02 - Training Machine Learning Models/003 Classification_en.vtt
5.1 KB
~Get Your Files Here !/02 - Training Machine Learning Models/004 Linear Regression.mp4
37.1 MB
~Get Your Files Here !/02 - Training Machine Learning Models/004 Linear Regression_en.vtt
5.3 KB
~Get Your Files Here !/02 - Training Machine Learning Models/005 Gradient Descent.mp4
40.3 MB
~Get Your Files Here !/02 - Training Machine Learning Models/005 Gradient Descent_en.vtt
6.3 KB
~Get Your Files Here !/02 - Training Machine Learning Models/006 Tips for Gradient Descent.mp4
34.8 MB
~Get Your Files Here !/02 - Training Machine Learning Models/006 Tips for Gradient Descent_en.vtt
6.7 KB
~Get Your Files Here !/02 - Training Machine Learning Models/007 Normal Equations.mp4
19.5 MB
~Get Your Files Here !/02 - Training Machine Learning Models/007 Normal Equations_en.vtt
4.7 KB
~Get Your Files Here !/02 - Training Machine Learning Models/008 Non-parametric method - Locally Weighted Linear Regression.mp4
24.3 MB
~Get Your Files Here !/02 - Training Machine Learning Models/008 Non-parametric method - Locally Weighted Linear Regression_en.vtt
4.6 KB
~Get Your Files Here !/02 - Training Machine Learning Models/009 Ridge Regression.mp4
13.4 MB
~Get Your Files Here !/02 - Training Machine Learning Models/009 Ridge Regression_en.vtt
3.4 KB
~Get Your Files Here !/02 - Training Machine Learning Models/010 Lasso Regression.mp4
4.9 MB
~Get Your Files Here !/02 - Training Machine Learning Models/010 Lasso Regression_en.vtt
1.8 KB
~Get Your Files Here !/02 - Training Machine Learning Models/011 Classification Models in sklearn.mp4
22.9 MB
~Get Your Files Here !/02 - Training Machine Learning Models/011 Classification Models in sklearn_en.vtt
3.6 KB
~Get Your Files Here !/02 - Training Machine Learning Models/012 Classification Model - Logistic Regression.mp4
24.8 MB
~Get Your Files Here !/02 - Training Machine Learning Models/012 Classification Model - Logistic Regression_en.vtt
5.6 KB
~Get Your Files Here !/02 - Training Machine Learning Models/013 Mapping non-linear functions using linear techniques.mp4
28.3 MB
~Get Your Files Here !/02 - Training Machine Learning Models/013 Mapping non-linear functions using linear techniques_en.vtt
5.5 KB
~Get Your Files Here !/02 - Training Machine Learning Models/014 Overfitting and Regularization.mp4
22 MB
~Get Your Files Here !/02 - Training Machine Learning Models/014 Overfitting and Regularization_en.vtt
4.3 KB
~Get Your Files Here !/02 - Training Machine Learning Models/015 Support Vector Machines.mp4
31.9 MB
~Get Your Files Here !/02 - Training Machine Learning Models/015 Support Vector Machines_en.vtt
7.5 KB
~Get Your Files Here !/02 - Training Machine Learning Models/016 Decision Trees.mp4
73.4 MB
~Get Your Files Here !/02 - Training Machine Learning Models/016 Decision Trees_en.vtt
16 KB
~Get Your Files Here !/03 - Neural Networks/001 Neural Networks Forward Propagation Backward Propagation GDstochasticMinibatch.mp4
84 MB
~Get Your Files Here !/03 - Neural Networks/001 Neural Networks Forward Propagation Backward Propagation GDstochasticMinibatch_en.vtt
16.7 KB
~Get Your Files Here !/03 - Neural Networks/002 Tuning Hyperparameters in Neural Network.mp4
28.3 MB
~Get Your Files Here !/03 - Neural Networks/002 Tuning Hyperparameters in Neural Network_en.vtt
6.2 KB
~Get Your Files Here !/04 - Training Deep Neural Networks/001 Deep Learning - Requirements.mp4
45.8 MB
~Get Your Files Here !/04 - Training Deep Neural Networks/001 Deep Learning - Requirements_en.vtt
6.4 KB
~Get Your Files Here !/04 - Training Deep Neural Networks/002 Common Tricks for building a Deep NN & Improving accuracy performance.mp4
48.6 MB
~Get Your Files Here !/04 - Training Deep Neural Networks/002 Common Tricks for building a Deep NN & Improving accuracy performance_en.vtt
7.8 KB
~Get Your Files Here !/04 - Training Deep Neural Networks/003 Overfitting - Regularization - Dropout.mp4
28.4 MB
~Get Your Files Here !/04 - Training Deep Neural Networks/003 Overfitting - Regularization - Dropout_en.vtt
6.1 KB
~Get Your Files Here !/04 - Training Deep Neural Networks/004 Batch Normalization.mp4
21.8 MB
~Get Your Files Here !/04 - Training Deep Neural Networks/004 Batch Normalization_en.vtt
3.8 KB
~Get Your Files Here !/04 - Training Deep Neural Networks/005 Is it possible for deeper networks to be faster than shallow networks ResNet.mp4
36.1 MB
~Get Your Files Here !/04 - Training Deep Neural Networks/005 Is it possible for deeper networks to be faster than shallow networks ResNet_en.vtt
8.6 KB
~Get Your Files Here !/04 - Training Deep Neural Networks/006 Convolutional Neural Networks.mp4
82.5 MB
~Get Your Files Here !/04 - Training Deep Neural Networks/006 Convolutional Neural Networks_en.vtt
16.3 KB
~Get Your Files Here !/04 - Training Deep Neural Networks/007 Maximum Pooling Layers.mp4
32 MB
~Get Your Files Here !/04 - Training Deep Neural Networks/007 Maximum Pooling Layers_en.vtt
5.5 KB
~Get Your Files Here !/04 - Training Deep Neural Networks/008 Recurrent Neural Networks.mp4
32.9 MB
~Get Your Files Here !/04 - Training Deep Neural Networks/008 Recurrent Neural Networks_en.vtt
6.2 KB
~Get Your Files Here !/04 - Training Deep Neural Networks/009 LSTM Units.mp4
31.2 MB
~Get Your Files Here !/04 - Training Deep Neural Networks/009 LSTM Units_en.vtt
5.9 KB
~Get Your Files Here !/04 - Training Deep Neural Networks/010 GRU Units.mp4
17.8 MB
~Get Your Files Here !/04 - Training Deep Neural Networks/010 GRU Units_en.vtt
4.2 KB
~Get Your Files Here !/05 - Unsupervised Learning/001 Clustering.mp4
43.7 MB
~Get Your Files Here !/05 - Unsupervised Learning/001 Clustering_en.vtt
9.9 KB
~Get Your Files Here !/06 - Implementation and Case Studies/001 Getting started with Python and Machine Learning.mp4
46.8 MB
~Get Your Files Here !/06 - Implementation and Case Studies/001 Getting started with Python and Machine Learning_en.vtt
13.5 KB
~Get Your Files Here !/06 - Implementation and Case Studies/002 Case Study - Digits Classification.mp4
133.9 MB
~Get Your Files Here !/06 - Implementation and Case Studies/002 Case Study - Digits Classification_en.vtt
13.8 KB
~Get Your Files Here !/06 - Implementation and Case Studies/003 Case Study - Load Forecasting.mp4
187.7 MB
~Get Your Files Here !/06 - Implementation and Case Studies/003 Case Study - Load Forecasting_en.vtt
