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Complete Machine Learning Class Notes and Study Guide $50.48   Add to cart

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Complete Machine Learning Class Notes and Study Guide

This bundle contains class notes of all the important concepts for Machine Learning undergraduate level course. Starting from the history of AI, to ways of dealing with data and finally programs written and explained lucidly in Python, this bundle is exactly all that you need to keep a handy gist f...

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5 items

Pseudo Random Numbers

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This document contains lucid description and class notes of the following topics: 1. Pseudo Random Numbers 2. Seed value in functions 3. Choosing seed value 4. Seed v/s Random state

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Multi-class Classification; Gradient Descent; Data Normalization

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This document contains class notes and lucid description of the following topics: 1. Classification problems 2. Gradient Descent Algorithm 3. Data Normalization 4. Multi-class classification (including non-linearity and loss function)

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Feature Extraction; Dealing with data; Regression

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This document contains class notes and lucid description of the following topics: 1. Feature extraction 2. Dealing with data 3. Least square solution 4. Minimum norm solution 5. Exploring the IRIS dataset using Python 6. Regression

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Evaluation Metrics; Probability Functions; Tensors

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This document contains class notes and lucid description of the following topics: 1. Evaluation Metrics - Accuracy, Precision, Recall, F1 Score, PRC curve 2. Probability Density Function 3. Probability Mas Function 4. Cumulative Distribution Function 5. Dealing with tensors

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Introduction; Timeline; Man v/s Computer; Soft v/s Hard Classification

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This document contains class notes and lucid description of the following topics: 1. Introductory concepts of Artificial Intelligence 2. Why Machine Learning? 3. Timeline of Artificial Intelligence 4. Soft v/s Hard Classification 5. Various Machine Learning domains 6. Human brain v/s Computer

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