Decision Trees Courses and Certifications

Explainable AI in Python

Gain the essential skills using Scikit-learn, SHAP, and LIME to test and build transparent, trustworthy, and accountable AI systems.

• DataCamp
• 4 hours
• On-Demand
• Free Trial Available

CertNexus

Build Decision Trees, SVMs, and Artificial Neural Networks

12 ratings at Coursera

Learn to build decision trees, SVMs, and neural networks for machine learning and deep learning. Gain practical skills in constructing models to solve regression, classification, computer vision, and natural language processing problems.

• Coursera
• 21 hours 54 minutes
• On-Demand
• Free Online Course (Audit)

Packt

Intermediate Data Manipulation and Machine Learning

Explore AI fundamentals, regression analysis, model preparation, classification techniques, and advanced machine learning concepts through interactive labs and real-world applications.

• Coursera
• 13 hours 1 minute
• On-Demand
• Free Online Course (Audit)

NPTEL;  IIT Delhi

Project and Production Management

4 reviews

Comprehensive overview of project and production management, covering identification, appraisal, scheduling, resource allocation, monitoring, and organizational aspects, plus production system lifecycle and decision-making tools.

• YouTube
• 1 day 15 hours
• On-Demand
• Free Video

Predictive Analytics

1 review

Master the tools of predictive analytics in this statistics based analytics course.

• edX
• 7 weeks, 4-5 hours a week
• On-Demand
• Free Online Course (Audit)

Data Science for Smart Cities

Learn various scientific techniques that will allow the analysis, inference and prediction of large-scale data (e.g. GPS vehicular data, social media data, mobile phone data, individual social network data etc.) that are present in city networks.

• edX
• 16 weeks, 6-9 hours a week
• On-Demand
• Free Online Course (Audit)

AI skills for Engineers: Supervised Machine Learning

Learn the fundamentals of machine learning to help you correctly apply various classification and regression machine learning algorithms to real-life problems using the Python toolbox scikit-learn.

• edX
• 6 weeks, 6-8 hours a week
• On-Demand
• Free Online Course (Audit)

Microcredential

Big Data Analytics

Get a practical insight into big data - and popular tools for collecting, analysing and visualising it - with this flexible program of online courses from Queensland University of Technology.

• FutureLearn
• 12 weeks, 2 hours a week
• On-Demand
• Paid Course
• 4 courses

Predictive Analytics

Learn to predict future business events using statistical models and data analysis techniques for effective decision-making and competitive advantage in various industries.

• Swayam
• 6 weeks
• On-Demand
• Free Online Course

statistics.com

Predictive Analytics: Basic Modeling Techniques

1 review

Explore key predictive analytics techniques including regression, decision trees, ensembles, and neural networks. Gain hands-on experience in model fitting, performance evaluation, and practical application of machine learning methods.

• edX
• 4 weeks, 5-7 hours a week
• On-Demand
• Free Online Course (Audit)

Great Learning

Bank Transaction Fraud Detection with Data Science - Fraud Detection Using Machine Learning

1 review

Learn effective data science techniques for detecting bank transaction fraud using machine learning, decision trees, and anomaly detection. Gain practical insights through real-world case studies and hands-on guidance.

• YouTube
• 37 minutes
• On-Demand
• Free Video

Gradient Boost

Explore the fundamentals and advanced concepts of Gradient Boost for regression and classification in machine learning.

• YouTube
• 1 hour 30 minutes
• On-Demand
• Free Video

CART - Classification and Regression Trees

Explore decision and regression trees, from basic concepts to advanced techniques like feature selection, missing data handling, and pruning. Includes practical Python implementation.

• YouTube
• 2 hours 30 minutes
• On-Demand
• Free Video

NPTEL;  IIT Madras

Machine Learning

The course places machine learning in its context within AI and gives an introduction to the most important core techniques such as decision tree-based inductive learning, inductive logic programming, reinforcement learning and deep learning through deci…

• YouTube
• 16 hours
• On-Demand
• Free Video

Problem Solving Techniques

14258 ratings at LinkedIn Learning

Learn techniques for identifying the root cause of a problem, generating options, and selecting the best solution.

• LinkedIn Learning
• 1 hour 15 minutes
• On-Demand
• Free Trial Available