[PyLadies Talk] Introduction to Machine Learning
This post is about the talk I gave in PyLadies Melbourne meetup on 20th Nov’17.
I gave a beginner introduction to Machine Learning, the common methods and evaluation metrics. Here is the PDF.
I have attached below the pdfs of ‘Knowledge Technologies’ subject lectures, projects and sample exam papers, which introduces the concepts of information retrieval, machine learning and data mining.
Lecture set 1- Subject Overview
Lecture set 2- String Search
Lecture set 3- Approximate String Search and Matching
Lecture set 4- Text Search
Lecture set 5- Web Search
Lecture set 6- Introduction to Machine Learning
Lecture set 7- Introduction to Basic Probability
Lecture set 8- Data Mining
Lecture set 9- Classification
Lecture set 10- Decision Trees
Lecture set 11- Rule Based Classification and Random Forests
Lecture set 12- KNN and Support Vector Machines
Lecture set 13- Association Analysis
Lecture set 14- Clustering
Project 2- Sentiment Analysis on Tweets
I cannot provide the datasets for the projects, but the project specifications will give a brief idea and you can find similar datasets online :)