Machine Learning Videos

Introduction to Machine Learning

• Machine Learning Basics ⟶ Click the link to view the video
• Supervised & Unsupervised learning in layman’s terms ⟶ Click the link to view the video

Confusion Matrix

• What is a Confusion Matrix? ⟶ Click the link to view the video
• Implementing a Confusion Matrix in Python ⟶ Click the link to view the video

Bias-Variance Tradeoff

• What is Bias-Variance Tradeoff? ⟶ Click the link to view the video
• Implementing Bias-Variance Tradeoff in Python ⟶ Click the link to view the video

Accuracy, Precision, Recall & F1-Score

• Accuracy Paradox in Machine Learning ⟶ Click the link to view the video
• Precision & Recall for a Machine Learning Model ⟶ Click the link to view the video
• Performance Metrics - F1 Score ⟶ Click the link to view the video
• Accuracy, Recall, Precision, F1 Score in Python from scratch ⟶ Click the link to view the video
• Micro & Macro Precision For Imbalanced Multi-class Classification ⟶ Click the link to view the video

How to Correctly Interpret P-Values

• Computing P-Value by Hand ⟶ Click the link to view the video
• P-Value calculation from Z Score ⟶ Click the link to view the video
• What does P-Value mean in Regression? ⟶ Click the link to view the video

Principal Component Analysis, Eigenvectors & Eigenvalues

• Principal Component Analysis (PCA) from Scratch in Python ⟶ Click the link to view the video
• Visualizing Eigenvectors & Eigenvalues using Python ⟶ Click the link to view the video
• Visualizing Eigenvectors using Matplotlib ⟶ Click the link to view the video

Web Scraping using Python

• Web Scraping Dynamic Graphs to CSV Files using Python ⟶ Click the link to view the video

Outlier Detection

• Outlier Detection using Quantiles ⟶ Click the link to view the video
• Grubbs Test for Outlier Detection using Python ⟶ Click the link to view the video
• Generalized ESD Test for Outlier Detection using Python ⟶ Click the link to view the video
• Detecting Outliers with Z-scores in Python ⟶ Click the link to view the video

TensorFlow Tutorials

• Tensorflow Basics in 5 Minutes ⟶ Click the link to view the video
• TensorFlow 2.0 - Introductory Tutorial ⟶ Click the link to view the video
• Build a Simple Neural Network with TensorFlow 2.0 in Google Colab ⟶ Click the link to view the video

Gradient Descent Variants

• Stochastic vs Batch vs Mini-Batch Gradient Descent ⟶ Click the link to view the video
• Visualizing Stochastic & Batch Gradient Descent in Matplotlib ⟶ Click the link to view the video

Natural Language Processing (NLP)

• Latent Dirichlet Allocation (LDA) for Topic Modeling ⟶ Click the link to view the video

Voting Classifier

• What is a Voting Classifier? ⟶ Click the link to view the video
• Implementing a Voting Classifier in scikit-learn ⟶ Click the link to view the video

Boosting in Machine Learning

• What is Boosting? ⟶ Click the link to view the video
• AdaBoost, Simplest Example ⟶ Click the link to view the video

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