download скачать Free download скачать : Crash Course on Machine Learning and Intro' to Deep Learning
mp4 | Video: h264,1280X720 | Audio: AAC, 44.1 KHz
Genre:eLearning | Language: English | Size:8.76 GB

Files Included :

1  Introduction To Machine Learning.mp4 (272.63 MB)
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2  Types of Machine Learning.mp4 (207.72 MB)
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3  Data Cleaning.mp4 (261.46 MB)
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4  Data Visualization - Part 1.mp4 (276.41 MB)
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5  Data Visualization with Pandas.mp4 (234.8 MB)
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6  Data Visualization using Matplotlib and Seaborn.mp4 (348.25 MB)
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7  Data Visualization using Plotly and Cufflinks.mp4 (170.73 MB)
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1  Iterative Process of Machine Learning.mp4 (150.28 MB)
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10  Polynomial Regression.mp4 (268.3 MB)
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11  Analytical Solution.mp4 (150.56 MB)
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2  Simple Linear Regression.mp4 (169.56 MB)
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3  Linear Regression Example 1.mp4 (75.2 MB)
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4  Linear Regression Example 2.mp4 (66.34 MB)
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5  Categorical Variables.mp4 (226.24 MB)
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6  Data Split and Feature Scaling.mp4 (175.11 MB)
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7  Gradient Descent.mp4 (184.75 MB)
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8  Multiple Linear Regression.mp4 (218.95 MB)
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9  Multiple Linear Regression - Case Study.mp4 (187.43 MB)
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1  Logistic Regression.mp4 (155.45 MB)
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2  Logistic Regression - Experimentation in Jupyter Notebook.mp4 (172.79 MB)
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3  Naive Bayes Classifier.mp4 (251.13 MB)
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4  Support Vector Machine.mp4 (159.26 MB)
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5  SVM Kernel trick.mp4 (172.93 MB)
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6  K nearest neighbors (KNN) Classification & Regression.mp4 (148.49 MB)
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1  Classification and Regression Tree (CART) with Entropy.mp4 (329.92 MB)
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2  Decision Trees based on gini criterion.mp4 (213.59 MB)
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3  Ensemble Learning - Random Forest.mp4 (182.7 MB)
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4  Grid Search for Parameter Tuning.mp4 (138.63 MB)
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5  Ensemble Learning - Boosting.mp4 (171.08 MB)
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1  Introduction to clustering.mp4 (160.78 MB)
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2  K Means Clustering.mp4 (205.51 MB)
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3  Elbow Method to Determine K.mp4 (130.57 MB)
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4  K Medoids Clustering.mp4 (166.97 MB)
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5  Dendrogram and Hierarchical Clustering.mp4 (163.58 MB)
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6  Agglomerative Clustering.mp4 (135.22 MB)
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7  Clustering Performance Evaluation.mp4 (98.63 MB)
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1  Bias - Variance.mp4 (96.39 MB)
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2  Bias - Variance Trade off.mp4 (67.14 MB)
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3  Curse of Dimensionality.mp4 (77.2 MB)
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4  Learning Curve.mp4 (72.13 MB)
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5  Parametric  and non-parametric models.mp4 (85.08 MB)
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6  Cross-validation and the Bootstrap.mp4 (156.17 MB)
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7  Case Studies.mp4 (102.25 MB)
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8  Dimensionality Reduction - Principal Component Analysis.mp4 (231.86 MB)
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9  Linear Discriminant Analysis (LDA).mp4 (113.56 MB)
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1  Introduction.mp4 (79.54 MB)
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2  Biological Motivation for ANN.mp4 (127.74 MB)
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3  ANN Representation.mp4 (169.49 MB)
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4  ANN Types.mp4 (114.78 MB)
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5  Perceptrons.mp4 (169.39 MB)
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6  Training ANN.mp4 (197.63 MB)
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7  ANN Case Study 1.mp4 (175.48 MB)
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8  ANN Case Study 2 - Multi-class classification.mp4 (131.91 MB)
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