Introduction Video
Machine Learning
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Description
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Course Details
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What Is Machine Learning
- Text Module For What Is Machine Learning
- Video Module For What Is Machine Learning
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The Concept Of Learning
- Text Module For The Concept Of Learning
- Video Module For The Concept Of Learning For Machine Learning
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ML In A Nutshell
- Text Module For ML In A Nutshell
- Video Module For ML In A Nutshell
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Breast Cancer Detection Using ML
- Text Module For Breast Cancer Detection Using ML
- Text Module For Breast Cancer Detection Using ML
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Heart Disease Prediction Using ML
- Text Module For Heart Disease Prediction Using ML
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Automatic Speech Recognition Using ML
- Text Module For Automatic Speech Recognition Using ML
- Video Module For Automatic Speech Recognition Using ML
- Text Module For The Machine Learning Framework
- Video Module For Machine Learning Framework Using ML
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The Machine Learning Pipeline
- Text Module For The Machine Learning Pipeline
- Video Module For The Machine Learning Pipeline
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Dataset
- Text Module For Dataset
- Video Module For Dataset
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Dataset Split Up
- Text Module For Dataset Split Up
- Video Module For Dataset Split Up
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Training And Testing Models
- Text Module For Training And Testing Models
- Video Module For Training And Testing Models
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Bias-Variance Tradeoff
- Text Module For Bias-Variance Tradeoff
- Video Module For Bias-Variance Tradeoff
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Supervised Learning: Regression
- Text Module For Supervised Learning : Regression
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Simple Linear Regression
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Logistic Regression
- Text Module For Logistic Regression
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Multiple Linear Regression
- Text Module For Multiple Linear Regression
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Polynomial Linear Regression
- Text Module For Polynomial Linear Regression
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Supervised Learning: Classification
- Text Module For Supervised Learning: Classification
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Decision Trees
- Text Module For Decision Trees
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Random Forest
- Text Module For Random Forest
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Support Vector Machines
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Why Evaluation Metrics
- Text Module For Why Evaluation Metrics
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Unsupervised Learning
- Text Module For Unsupervised Learning
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Clustering
- Text Module For Clustering
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K-means Clustering
- Text Module For K-means Clustering
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Hierarchical Clustering
- Text Module For Hierarchical Clustering
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Dimensionality Reduction
- Text Module For Dimensionality Reduction
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Principle Component Analysis
- Text Module For Principle Component Analysis
- Text Module For Principle Component Analysis
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Clustering Criteria
- Text Module For Clustering Criteria
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Advanced ML Techniques
- Text Module For Advanced ML Techniques
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Ensemble Methods
- Text Module For Ensemble Methods
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Bagging
- Text Module For Bagging
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AdaBoost
- Text Module For AdaBoosting
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Gradient Boosting
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Hyperparameter Tunning
- Text Module For Hyperparameter Tunning
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Model Selection
- Text Module For Model Selection
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Class Imbalance
- Text Module For Class Imbalance
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Ethics And Fairness In Machine Learning
- Text Module For Ethics And Fairness In Machine Learning
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What Is Machine Learning