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
- Video 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
- Video Module For Supervised Learning, And Simple Linear Regression
- Video Module For Getting Started With Linear Regression Through Python3 Programming
- Video Module For Installation And Usage Of Libraries -NumPy
- Video Module For Matplotlib Using Data Visualization
- Video Module For Kaggle Using For Histogram, Bar Chart To Plot Data
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Simple Linear Regression
- Video Module For Simple Linear Regression To Plot Simple Chart
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Logistic Regression
- Text Module For Logistic Regression
- Video Module For Logistic Regression To Prediction Data
- Video Module For Logistic Regression Using Data Sets To Prediction Data Segmentation
- Video Module For Using Heart Disease Datasets In Logistic Regression
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Multiple Linear Regression
- Text Module For Multiple Linear Regression
- Video Module For Evaluation Metrics Calculation Accuracy
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Polynomial Linear Regression
- Text Module For Polynomial Linear Regression
- Video Module For Polynomial Linear Regression
- Video Module For Problem Of Regression
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Supervised Learning: Classification
- Text Module For Supervised Learning: Classification
- Video Module For Types Of Machine Learning
- Video Module For Supervised Learning Explained Complete Guide
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Decision Trees
- Text Module For Decision Trees
- Video Module For Decision Tree Step By Step
- Video Module For Learn Decision Tree Fast From Basic To Advanced
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Random Forest
- Text Module For Random Forest
- Video Module For Random Forest To Boost Prediction
- Video Module For From One Tree To A Forest
- Video Module For Smart ML Model In Random Forest
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Support Vector Machines
- Video Module For Master SVM From Basics To Advanced
- Video Module For Support Vector Machine Types
- Video Module For Support Vector Machine Kernel Datasets
- Video Module For Stock Market Forecasting Using Support Vector Machine
- Video Module For Kernel Using In Dataset
- Video Module For Support Vector Machine Non-Linear Using Social Network Ads Datasets
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Why Evaluation Metrics
- Text Module For Why Evaluation Metrics
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Unsupervised Learning
- Text Module For Unsupervised Learning
- Video Module For Getting Into Unsupervised Learning
- Video Module For Master Unsupervised Learning All Types Explained
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Clustering
- Text Module For Clustering
- Video Module For Master Unsupervised Learning All Types Explained
- Video Module For Must Know Types Of Clustering
- Video Module For Understanding K Means Clustering Hidden Challenges Revealed
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K-means Clustering
- Text Module For K-means Clustering
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Hierarchical Clustering
- Text Module For Hierarchical Clustering
- Video Module For Step-by-Step Hierarchical Clustering Explained
- Video Module For Mastering The Agglomerative Clustering
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Dimensionality Reduction
- Text Module For Dimensionality Reduction
- Video Module For Unlock High Dimensional Data Into Reduction Techniques
- Video Module For Linear And Non-Linear Method In Dimensionality
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Principle Component Analysis
- Text Module For Principle Component Analysis
- Text Module For Principle Component Analysis
- Video Module For Associative Rule Represent Relationship In Extensive Datasets
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Clustering Criteria
- Text Module For Clustering Criteria
- Video Module For Linear Discriminant Analysis Using Dataset To Plot Histogram
- Video Module For Linear Discriminant Analysis With Example T-SNE Visualization
- Video Module For Mean Shift Algorithm Using Clustering With Example Of Customer Segmentation Data
- Video Module For Mean Shift Algorithm Using Clustering With Large Dataset
- Video Module For K Means Clustering Using Data Segmentation
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Advanced ML Techniques
- Text Module For Advanced ML Techniques
- Video Module For Advanced ML Techniques, Ensemble Methods And Bagging
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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