Master machine learning fundamentals and practical applications in this comprehensive 9-hour video that progresses from core concepts to hands-on projects. Begin with essential machine learning principles including supervised, unsupervised, and reinforcement learning before diving into popular algorithms like K-Nearest Neighbors, Random Forest, and Support Vector Machines. Work through real-world projects including Marvel superhero analysis, fake news detection, predictive maintenance for car rentals, and IPL winner predictions. Gain practical experience implementing decision trees, logistic regression, and other key techniques while building a portfolio of diverse applications. Learn to leverage Python libraries such as Matplotlib and Pandas for data manipulation and visualization. Progress through demonstrations using various datasets including diabetes prediction, iris classification, and COVID-19 analysis. Explore advanced applications like emotion detection, gender identification from photos, and consumption prediction models that showcase machine learning's broad utility.
Ultimate Machine Learning Projects with Python for Beginners - 2024
Overview
Syllabus
- Introduction to Machine Learning Projects
- Introduction to Machine Learning
- How does a Machine Learning Model Learn
- Python for Machine Learning
- Types of Machine Learning
- KNN Algorithm
- Naive Bayes Algorithm
- Random Forest Algorithm
- Supervised Machine Learning
- Demo on Diabetes Prediction using Naive Bayes
- Demo on Decision Tree Classifier on Iris Dataset
- Demo on COVID Data using Random Forest
- Linear Regression
- Logistic Regression
- Unsupervised Machine Learning
- Marvel Superhero Analysis
- Python Matplotlib
- Python Pandas
- Pandas Dataframe
- Marvel Superhero Analysis
- Transition Slide - Fake News Detection
- Introduction
- Demo on Fake News Detection
- Transition Slide - Predicting Fleet Failure in Car Rental Company
- Introduction to Predictive Maintenance for Car Rentals
- Case Study
- Transition Slide - Used Smartphone Price Prediction
- Salary Prediction Using Machine Learning
- Student Grade Prediction Using Machine Learning
- Predicting Beer Consumption Using Machine Learning
- Emotion Detection using Python
- Gender Identification in Photo using Python
- Summary
Taught by
Great Learning
