Crash Course on Machine Learning and Intro' to Deep Learning

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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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