Machine Learning using Python
Equip participants with essential skills to build and deploy machine learning models using Python, enabling them to solve complex data-driven problems across various industries
Contact UsWhat You’ll Learn
Introduction to Machine Learning
-
Python for Data Science
Building a Machine Learning Model
-
Steps to Building ML Model
Case Study: Probability of Default
-
Case Study - Probability of Default
Data Preparation
-
Import Libraries and Data
-
Describe and Explore Data
-
Data Cleaning, Encoding and Outliers
-
Variable Selection and Splitting Data
-
Pre-Processing
Model Development
-
Select and Build Model
-
Model Performance Measurement
-
Apply Model on Test Data
Supervised Learning Algorithms
-
Decision Trees and Ensemble Methods
-
K-Nearest Neighbor
-
Support Vector Machine
Model Evaluation and Testing
Practice and Hands-On Projects
-
Practice Classification - Heart Disease Prediction
-
Practice Regression - Car Price Prediction
-
Clustering
Additional Learning
-
Additional Resources
9
Sections
18
Chapters
Why Train with ByteSize?
Free Access to LMS with AI Q&A
Enjoy complimentary access to our Learning Management System (LMS) with AI-powered Question & Answer features to enhance your learning experience.
Surveys, Quizzes and Games
Make learning interactive and engaging with our innovative tools like surveys, quizzes, and games tailored to boost retention and fun.
Access to Learner Dashboard
Monitor learner progress with our comprehensive dashboards, providing real-time insights to measure engagement and performance.
Let’s Build Your Team’s Skills
Take the first step to transform your organization with data analytics. Fill out the form, and we’ll get back to you with a tailored solution.