Machine Learning With Python

Learning Path ⋅ Skills: Image Processing, Text Classification, Speech Recognition

Python Machine Learning Artwork

Machine learning is a field of computer science that uses statistical techniques to give computer programs the ability to learn from past experiences and improve how they perform specific tasks.

With this learning path, you’ll sample a range of common machine learning scenarios using Python.

Machine Learning With Python

Learning Path ⋅ 6 Resources

A Basic Python Setup for Machine Learning on Windows

Tutorial

Setting Up Python for Machine Learning on Windows

In this step-by-step tutorial, you’ll cover the basics of setting up a Python numerical computation environment for machine learning on a Windows machine using the Anaconda Python distribution.

(⭐ Basics)
Python Face Recognition and Face Detection

Course

Traditional Face Detection With Python

In this course on face detection with Python, you'll learn about a historically important algorithm for object detection that can be successfully applied to finding the location of a human face within an image.

(⭐⭐ Intermediate)
Color Spaces and How to Use Them With OpenCV and Python

Tutorial

Image Segmentation Using Color Spaces in OpenCV + Python

Learn how to segment an object from an image based on color in Python using OpenCV.

(⭐⭐ Intermediate)
Linear Regression in Python

Tutorial

Linear Regression in Python

In this step-by-step tutorial, you'll get started with linear regression in Python. Linear regression is one of the fundamental statistical and machine learning techniques.

(⭐⭐ Intermediate)
Practical Text Classification With Python and Keras

Tutorial

Practical Text Classification With Python and Keras

Learn about Python text classification with Keras. Work your way from a bag-of-words model with logistic regression to more advanced methods leading to convolutional neural networks.

(⭐⭐⭐ Advanced)
Python Speech Recognition

Tutorial

The Ultimate Guide To Speech Recognition With Python

An in-depth tutorial on speech recognition with Python. Learn which speech recognition library gives the best results and build a full-featured "Guess The Word" game with it.

(⭐⭐⭐ Advanced)

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