https://github.com/zaahidali/machine-learning-course-by-ibm-on-cognitive-class-io

An intermediate level course of machine learning offered by IBM on Cognitive Class.io
https://github.com/zaahidali/machine-learning-course-by-ibm-on-cognitive-class-io

cognitive-class cognitive-class-course ibm ibm-cognitiveclass ibm-machine-learning ibm-ml machine-learning machine-learning-cognitive-class machine-learning-python

Last synced: 15 days ago
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An intermediate level course of machine learning offered by IBM on Cognitive Class.io

• Host: GitHub
• URL: https://github.com/zaahidali/machine-learning-course-by-ibm-on-cognitive-class-io
• Owner: zaahidali
• Created: 2020-04-24T10:12:02.000Z (over 4 years ago)
• Default Branch: master
• Last Pushed: 2020-04-24T10:46:25.000Z (over 4 years ago)
• Last Synced: 2024-11-09T17:12:32.230Z (2 months ago)
• Topics: cognitive-class, cognitive-class-course, ibm, ibm-cognitiveclass, ibm-machine-learning, ibm-ml, machine-learning, machine-learning-cognitive-class, machine-learning-python
• Homepage:
• Size: 6.07 MB
• Stars: 2
• Watchers: 2
• Forks: 1
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# Machine Learning Course By IBM on Cognitive Class.ai

https://cognitiveclass.ai/courses/machine-learning-with-python

## COURSE SYLLABUS

## Module 1 - Introduction to Machine Learning

  1. Applications of Machine Learning

  2. Supervised vs Unsupervised Learning

  3. Python libraries suitable for Machine Learning

## Module 2 - Regression

  1. Linear Regression

  2. Non-linear Regression

  3. Model evaluation methods

## Module 3 - Classification

  1. K-Nearest Neighbour

  2. Decision Trees

  3. Logistic Regression

  4. Support Vector Machines

  5. Model Evaluation

## Module 4 - Unsupervised Learning

  1. K-Means Clustering

  2. Hierarchical Clustering

  3. Density-Based Clustering

## Module 5 - Recommender Systems

  1. Content-based recommender systems

  2. Collaborative Filtering

## PREREQUISITES FOR THIS COURSE

  1. [Python for data science](https://cognitiveclass.ai/courses/python-for-data-science)

***Note: Please do not copy paste the answers to pass. Practice on your own if you find yourself stuck here in the exercises, rewatch the lectures***

![Badge](Machine+Learning+with+Python.png)