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#Decision Trees

Showing: 119 courses
NPTEL

Data Mining

25 rewiews
Comprehensive exploration of data mining techniques, covering preprocessing, association rules, classification methods, and clustering algorithms for extracting valuable insights from datasets.
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36 Lesons
16 hours
On-Demand
Free-Video
NPTEL

Project and Production Management

4 rewiews
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.
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41 Lesons
1 day 15 hours
On-Demand
Free-Video
Great Learning

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

1 rewiews
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.
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5 Lesons
37 minutes
On-Demand
Free-Video
Yale University

Imperfect Information: Information Sets and Sub-game Perfection in Game Theory - Lecture 18

0 rewiews
Explore game theory concepts like information sets, imperfect information games, and subgame perfection. Learn to analyze complex strategic interactions and refine equilibrium notions in sequential games.
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5 Lesons
1 hour 16 minutes
On-Demand
Free-Video

Gradient Boost

0 rewiews
Explore the fundamentals and advanced concepts of Gradient Boost for regression and classification in machine learning.
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4 Lesons
1 hour 30 minutes
On-Demand
Free-Video

CART - Classification and Regression Trees

0 rewiews
Explore decision and regression trees, from basic concepts to advanced techniques like feature selection, missing data handling, and pruning. Includes practical Python implementation.
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5 Lesons
2 hours 30 minutes
On-Demand
Free-Video
NPTEL

Machine Learning

0 rewiews
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…
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37 Lesons
16 hours
On-Demand
Free-Video
Santa Fe Institute

Programming the Internet - C4 Public Lecture

0 rewiews
Explore the evolution of programming for internet-scale applications, addressing challenges in distributed computing, concurrency, and scalability through innovative methodologies and infrastructure changes.
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42 Lesons
45 minutes
On-Demand
Free-Video

Decision Trees and Ensemble Methods

0 rewiews
Explore decision trees, ensemble methods, and advanced techniques like random forests and boosting algorithms for improved machine learning model performance.
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36 Lesons
2 hours 30 minutes
On-Demand
Free-Video
University of Waikato

Data Mining with Weka

0 rewiews
Learn data mining techniques using Weka software. Explore datasets, build classifiers, visualize data, and understand key concepts like cross-validation, overfitting, and ensemble learning.
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29 Lesons
4 hours 30 minutes
On-Demand
Free-Video
The Julia Programming Language

NeuroTree - A Differentiable Tree Operator for Tabular Data

0 rewiews
Explore NeuroTree, a differentiable tree operator for tabular data, addressing traditional tree limitations through simultaneous node learning and built-in ensemble techniques.
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1 Lesons
12 minutes
On-Demand
Free-Video
BioinformaticsDotCA

CBW's Machine Learning Workshops May 25-26, 2021

0 rewiews
Comprehensive workshop on machine learning in bioinformatics, covering decision trees, neural networks, hidden Markov models, and practical applications using Keras and Scikit-Learn.
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7 Lesons
7 hours
On-Demand
Free-Video
Great Learning

Ensemble Learning - Decision Tree Algorithm - Gini Index

0 rewiews
Master ensemble learning techniques, decision trees, and boosting methods. Hands-on demos with real datasets enhance understanding of these powerful machine learning concepts for improved model performance.
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6 Lesons
3 hours 24 minutes
On-Demand
Free-Video
Great Learning

Decision Tree in Data Mining and Machine Learning - Algorithm Tutorial

0 rewiews
This 'Decision Tree in Data Mining' video will help you to comprehensively learn all the concepts of decision tree such as Impurity, Gini index, and pruning.
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8 Lesons
2 hours 20 minutes
On-Demand
Free-Video
Great Learning

Machine Learning Algorithms

0 rewiews
Explore key machine learning algorithms including Linear Regression, Naive Bayes, KNN, SVM, and Random Forest. Learn their practical applications and importance in modern technology.
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14 Lesons
1 hour 17 minutes
On-Demand
Free-Video
Great Learning

Marketing & Retail Analytics

0 rewiews
Comprehensive tutorial on marketing analytics, covering RFM analysis, clustering, churn prediction, market basket analysis, and CLV modeling using tools like Tableau and KNIME.
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18 Lesons
7 hours 12 minutes
On-Demand
Free-Video
Great Learning

Classification with Decision Trees

0 rewiews
Learn to implement classification using decision trees in R, covering key concepts like Gini index, entropy, and impurity measurement. Explore advantages, case studies, and various algorithms for effective machine learning applications.
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10 Lesons
2 hours 14 minutes
On-Demand
Free-Video

Machine Learning

0 rewiews
Comprehensive 7-day exploration of key machine learning algorithms, from regression techniques to clustering methods, enhancing data science skills through live interactive sessions.
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8 Lesons
11 hours
On-Demand
Free-Video
Eddie Woo

Decision Support Systems

0 rewiews
Explore decision support systems, from basic concepts to advanced techniques like expert systems and neural networks, enhancing your ability to make informed business choices.
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31 Lesons
3 hours 30 minutes
On-Demand
Free-Video

E2EML - How Selected Models and Methods Work

0 rewiews
Explore key machine learning algorithms and methods, including decision trees, Bayes Theorem, autocorrelation, Support Vector Machines, and k-nearest neighbors, in this comprehensive video series.
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5 Lesons
1 hour 30 minutes
On-Demand
Free-Video
Great Learning

Application of Classification Algorithms

0 rewiews
Explore popular classification algorithms, their comparisons, and real-world applications through a case study on employee promotion prediction using various techniques.
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10 Lesons
1 hour 24 minutes
On-Demand
Free-Video
Krish Naik

Complete Machine Learning in 6 Hours - Krish Naik

0 rewiews
Comprehensive machine learning tutorial covering key algorithms, techniques, and practical implementations for regression, classification, clustering, and ensemble methods.
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26 Lesons
6 hours 38 minutes
On-Demand
Free-Video
Python Engineer

Machine Learning From Scratch in Python - Full Course With 12 Algorithms

0 rewiews
Comprehensive Python implementation of 12 popular machine learning algorithms from scratch, covering KNN, regression, SVM, decision trees, random forests, PCA, K-means, AdaBoost, and LDA.
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16 Lesons
4 hours 55 minutes
On-Demand
Free-Video
Data Science Dojo

Finding the Tallest Tree - Comparing Tree-Based Models

0 rewiews
Explore various tree-based models in R, comparing decision trees, random forests, and boosted trees. Learn about different packages, their implementation, and evaluate models based on user-friendliness, accuracy, and speed.
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18 Lesons
1 hour 16 minutes
On-Demand
Free-Video
Institute for Advanced Study

Do Simpler Models Exist and How Can We Find Them? - Cynthia Rudin

0 rewiews
Explore simpler, interpretable machine learning models and their advantages in criminal justice and beyond. Learn about the Rashomon set, decision trees, and strategies to combat overfitting.
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16 Lesons
58 minutes
On-Demand
Free-Video
Institute for Advanced Study

Introduction to Interpretable Machine Learning II - Cynthia Rudin

0 rewiews
Explore interpretable machine learning with a focus on decision trees, information theory, and analytical bounds. Gain insights into modern approaches and practical applications.
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14 Lesons
1 hour 5 minutes
On-Demand
Free-Video
Institute for Advanced Study

Introduction to Interpretable Machine Learning - Cynthia Rudin

0 rewiews
Explore interpretable machine learning with Cynthia Rudin, covering classification, natural language processing, and decision trees. Gain insights into model complexity and information theory applications.
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10 Lesons
57 minutes
On-Demand
Free-Video
Great Learning

Ultimate Machine Learning Projects with Python for Beginners - 2024

0 rewiews
Master Python-based machine learning through hands-on projects, from basic algorithms to advanced applications like fake news detection, predictive maintenance, and emotion recognition. Build a portfolio with real-world implementations.
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33 Lesons
9 hours 7 minutes
On-Demand
Free-Video
Simons Institute

Mitigating Backdoors in Machine Learning Models - Security and Defense Strategies

0 rewiews
Explore techniques for defending against undetectable backdoors in machine learning systems through black-box mitigation strategies, focusing on binary classification and regression models.
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1 Lesons
54 minutes
On-Demand
Free-Video
Great Learning

Classification Algorithm in Hindi

0 rewiews
वर्गीकरण एल्गोरिदम की व्यापक समझ: लिनियर रिग्रेशन से लेकर सपोर्ट वेक्टर मशीन तक, सैद्धांतिक अवधारणाओं और पायथन में कार्यान्वयन के साथ।
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6 Lesons
3 hours 3 minutes
On-Demand
Free-Video
Serrano.Academy

Machine learning en espanol

0 rewiews
Introducción práctica al aprendizaje automático en español, cubriendo técnicas supervisadas y no supervisadas con aplicaciones reales como reconocimiento de imágenes y sistemas de recomendación.
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7 Lesons
3 hours 30 minutes
On-Demand
Free-Video
CodeWithHarry

Machine Learning Tutorials for Beginners Using Python in Hindi

0 rewiews
हिंदी में पायथन का उपयोग करके मशीन लर्निंग की मूल बातें सीखें। लीनियर रिग्रेशन, सपोर्ट वेक्टर मशीन और डिसीजन ट्री जैसी तकनीकों को समझें और कोड करें।
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23 Lesons
10 hours
On-Demand
Free-Video
Great Learning

Machine Learning in Hindi - Python for Machine Learning

0 rewiews
मशीन लर्निंग की मूल अवधारणाओं और पायथन के उपयोग को समझें। पांडास, नंपी, मैटप्लॉटलिब जैसे लाइब्रेरीज़ और लीनियर रिग्रेशन, लॉजिस्टिक रिग्रेशन, डिसीजन ट्री जैसे एल्गोरिदम सीखें।
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11 Lesons
4 hours 26 minutes
On-Demand
Free-Video
Great Learning

Machine Learning Full Course in Hindi

0 rewiews
मशीन लर्निंग की मूल अवधारणाओं और एल्गोरिदम का व्यापक हिंदी परिचय, जिसमें लीनियर रिग्रेशन, लॉजिस्टिक रिग्रेशन, डिसीजन ट्री, रैंडम फॉरेस्ट, नेइव बेयस और SVM शामिल हैं।
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10 Lesons
5 hours 27 minutes
On-Demand
Free-Video
Google TechTalks

Improved Feature Importance Computation for Tree Models Based on the Banzhaf Value

0 rewiews
Explore advanced feature importance computation for tree models using the Banzhaf value, offering faster algorithms and improved numerical robustness compared to Shapley value-based methods.
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1 Lesons
53 minutes
On-Demand
Free-Video
Serrano.Academy

Decision Trees - A Friendly Introduction

0 rewiews
Learn to build and train decision trees through a simple example, exploring key concepts like data splitting, overfitting prevention, and alternative evaluation metrics.
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12 Lesons
22 minutes
On-Demand
Free-Video
Julia Silge

Partial Dependence Plots for Mario Kart World Records

0 rewiews
Explore decision tree modeling and partial dependence profiles for Mario Kart world records using tidymodels and DALEX, with a focus on predicting shortcut usage.
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11 Lesons
27 minutes
On-Demand
Free-Video
Simons Institute

Fairness Without Imputation: A Decision Tree Approach for Fair Prediction With Missing Values

0 rewiews
Explore a novel decision tree approach for fair prediction with missing data, addressing fairness concerns without relying on imputation techniques.
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1 Lesons
35 minutes
On-Demand
Free-Video
Shaw Talebi

Introduction to Decision Trees - Gini Impurity and Python Code

0 rewiews
Learn decision tree fundamentals, including Gini impurity and Python implementation, through a beginner-friendly introduction with concrete examples and code for sepsis survival prediction.
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8 Lesons
20 minutes
On-Demand
Free-Video
Data Science Dojo

Singular Value Decomposition with R - Introduction to Text Analytics with R Part 8

0 rewiews
Learn to perform truncated SVD, project TF-IDF vectors into semantic space, compare decision tree and random forest models, and explore random forest tuning using R packages like irlba and caret for text analytics.
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1 Lesons
34 minutes
On-Demand
Free-Video
StatQuest with Josh Starmer

Classification Trees in Python from Start to Finish

0 rewiews
Comprehensive guide to building and optimizing classification trees in Python, covering data preparation, model construction, pruning techniques, and visualization.
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12 Lesons
1 hour 6 minutes
On-Demand
Free-Video
Data Science Dojo

Building Our First Model - Introduction to Text Analytics with R Part 4

0 rewiews
Learn to build and evaluate a text classification model using R, covering tokenization, cross-validation, parallel processing, and decision tree training for optimal accuracy in text analytics.
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1 Lesons
29 minutes
On-Demand
Free-Video
Squid: Schools for Quantum Information Development

Parity vs. AC0 with Simple Quantum Preprocessing

0 rewiews
Delve into quantum computation theory exploring the limitations of QNC0 and AC0 circuits in computing parity functions, with insights into decision tree complexity and nonlocal channels.
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1 Lesons
31 minutes
On-Demand
Free-Video
UofU Data Science

Machine Learning Fundamentals - Lecture 10

0 rewiews
Dive into advanced machine learning concepts and techniques through comprehensive coverage of key algorithms, theoretical foundations, and practical applications in data science.
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1 Lesons
1 hour 19 minutes
On-Demand
Free-Video
UofU Data Science

Machine Learning Fundamentals - Lecture 1

0 rewiews
Dive into foundational machine learning concepts, algorithms, and theoretical frameworks in this comprehensive first lecture of advanced data science studies.
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1 Lesons
1 hour 11 minutes
On-Demand
Free-Video
UofU Data Science

Machine Learning Fundamentals - Lecture 4

0 rewiews
Dive into advanced machine learning concepts and algorithms through comprehensive coverage of key theoretical foundations and practical implementations in data science.
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1 Lesons
1 hour 22 minutes
On-Demand
Free-Video
UofU Data Science

Machine Learning Fundamentals - Lecture 2

0 rewiews
Dive into machine learning fundamentals with a comprehensive exploration of decision trees, data classification techniques, and algorithmic approaches to pattern recognition.
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1 Lesons
1 hour 4 minutes
On-Demand
Free-Video
UofU Data Science

Machine Learning Fundamentals - Lecture 7

0 rewiews
Dive into advanced machine learning concepts and algorithms through comprehensive coverage of key theoretical foundations and practical implementations in data science.
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1 Lesons
1 hour 22 minutes
On-Demand
Free-Video
UofU Data Science

Machine Learning Fundamentals - Lecture 6

0 rewiews
Dive into advanced machine learning concepts and techniques through comprehensive coverage of key algorithms, theoretical foundations, and practical applications in data science.
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1 Lesons
1 hour 19 minutes
On-Demand
Free-Video
UofU Data Science

Machine Learning Fundamentals - Lecture 5

0 rewiews
Dive into advanced machine learning concepts and techniques through comprehensive coverage of key algorithms, theoretical foundations, and practical applications in data science.
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1 Lesons
1 hour 22 minutes
On-Demand
Free-Video
UofU Data Science

Machine Learning Fundamentals - Lecture 8

0 rewiews
Dive into advanced machine learning concepts and techniques through comprehensive coverage of key algorithms, theoretical foundations, and practical applications in data science.
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1 Lesons
1 hour 14 minutes
On-Demand
Free-Video
UofU Data Science

Boosting and Ensembles in Machine Learning - Lecture 19

0 rewiews
Dive into advanced boosting and ensemble techniques in machine learning, exploring methods to combine multiple models for improved predictive performance and robustness.
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1 Lesons
1 hour 21 minutes
On-Demand
Free-Video
Kolmogorov-Seminar

PAC Learning of Decision Trees

0 rewiews
Explore the theoretical foundations of PAC learning algorithms and their application to decision tree construction in this advanced computational complexity seminar.
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1 Lesons
2 hours
On-Demand
Free-Video
UofU Data Science

Decision Trees in Machine Learning: Practical Concerns and Overfitting - Lecture 5

0 rewiews
Delve into practical aspects of decision tree learning, exploring implementation challenges and understanding how to address overfitting in machine learning models.
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1 Lesons
1 hour 19 minutes
On-Demand
Free-Video
UofU Data Science

Learning Decision Trees Using ID3 Heuristic - Lecture 4

0 rewiews
Master the ID3 heuristic algorithm for decision tree learning through practical examples and hands-on application with real datasets, focusing on fundamental concepts and implementation techniques.
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1 Lesons
1 hour 19 minutes
On-Demand
Free-Video
UofU Data Science

Introduction to Decision Trees in Machine Learning - Lecture 3

0 rewiews
Explore the fundamentals of decision trees in machine learning, understanding their structure, functionality, and representational capabilities in data-driven decision making.
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1 Lesons
33 minutes
On-Demand
Free-Video
UofU Data Science

Decision Trees and Overfitting in Machine Learning - Lecture 6

0 rewiews
Dive into advanced concepts of decision trees, focusing on overfitting challenges and practical solutions for building more robust machine learning models.
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1 Lesons
47 minutes
On-Demand
Free-Video
The Full Stack

Troubleshooting Deep Neural Networks - Full Stack Deep Learning - March 2019

0 rewiews
Learn effective strategies for diagnosing and fixing issues in deep neural networks, including a decision tree for systematic troubleshooting and performance optimization.
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1 Lesons
1 hour 39 minutes
On-Demand
Free-Video
Paul G. Allen School

Innovations in Theoretical Computer Science 2020 - Session 10

0 rewiews
Explores cutting-edge research in theoretical computer science, covering topics like computational hardness, random strings, decision trees, and pseudorandomness. Features presentations from leading experts in the field.
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1 Lesons
1 hour 29 minutes
On-Demand
Free-Video
TensorFlow

Introduction to Machine Learning

0 rewiews
Hands-on introduction to machine learning, covering models, projects, and tools. Learn to use CoLabs and leverage documentation for your first ML project.
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22 Lesons
46 minutes
On-Demand
Free-Video
Yannic Kilcher

Neural Networks Are Decision Trees - With Alexander Mattick

0 rewiews
Exploring the equivalence between neural networks and decision trees, discussing interpretability, computational advantages, and potential collaborations between the two approaches.
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8 Lesons
32 minutes
On-Demand
Free-Video
StatQuest with Josh Starmer

Regression Trees, Clearly Explained

0 rewiews
Clear explanation of regression trees, their applications, and step-by-step construction process. Covers differences from classification trees and use with multiple variables.
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6 Lesons
23 minutes
On-Demand
Free-Video
StatQuest with Josh Starmer

AdaBoost, Clearly Explained

0 rewiews
Clear explanation of AdaBoost algorithm, covering key concepts like decision stumps, sample weighting, and ensemble learning. Ideal for those familiar with decision trees and random forests.
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11 Lesons
21 minutes
On-Demand
Free-Video
1littlecoder

Partial Dependence Plots in Machine Learning Explainability - Day 17 of Kaggle's 30 Days of ML

0 rewiews
Explore Partial Dependence Plots for interpretable machine learning. Learn to visualize, build, and interpret PDPs, including 2D plots, to enhance model explainability and insights.
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1 Lesons
28 minutes
On-Demand
Free-Video
Julia Silge

Model Canadian Wind Turbine Capacity With Decision Trees and Tidymodels

0 rewiews
Learn to predict Canadian wind turbine capacity using decision trees and tidymodels, with hands-on data preparation, model tuning, and result interpretation techniques.
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22 Lesons
40 minutes
On-Demand
Free-Video
Great Learning

Predicting Power Generation from Windmill Using Machine Learning

0 rewiews
Explore machine learning techniques to forecast windmill electricity generation based on wind speed, direction, and turbine characteristics. Learn decision trees and random forests for renewable energy prediction.
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1 Lesons
47 minutes
On-Demand
Free-Video
MITCBMM

Machine Learning Techniques and Applications in Finance, Healthcare and Recommendation Systems

0 rewiews
Explore state-of-the-art machine learning techniques and their applications in finance, healthcare, and recommendation systems, focusing on ensemble methods, collaborative filtering, and portfolio construction.
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16 Lesons
39 minutes
On-Demand
Free-Video
5 Minutes Engineering

Machine Learning and Neural Networks: Decision Trees - Day 10

0 rewiews
Explore decision trees in machine learning and neural networks, covering key concepts and applications for data-driven decision-making.
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1 Lesons
34 minutes
On-Demand
Free-Video
Abhishek Thakur

What Are Decision Trees and How Do They Work - From Scratch

0 rewiews
Comprehensive guide to decision trees in machine learning, covering basics, implementation, and advanced concepts using real-world examples and scikit-learn comparisons.
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11 Lesons
50 minutes
On-Demand
Free-Video
Ryan O'Donnell

Analysis of Boolean Functions - Restrictions and the Goldreich-Levin Theorem

0 rewiews
Explore restrictions and the Goldreich-Levin Theorem in Boolean function analysis, covering key concepts, proofs, and applications in this advanced computer science lecture.
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12 Lesons
1 hour 21 minutes
On-Demand
Free-Video
TheIACR

Theory of Cryptographic Obfuscation and Fuzzy Extractors - Session 2

0 rewiews
Explore advanced cryptography topics including random oracles, point function obfuscation, fuzzy extractors, and decision trees in this comprehensive theoretical session from Asiacrypt 2022.
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25 Lesons
1 hour 17 minutes
On-Demand
Free-Video
USENIX

Leo: Online ML-based Traffic Classification at Multi-Terabit Line Rate

0 rewiews
Innovative system for high-speed online traffic classification using ML in network switches. Enables real-time analysis for security, QoS, and IoT applications at multi-terabit rates with high accuracy and flexibility.
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1 Lesons
18 minutes
On-Demand
Free-Video
Great Learning

Introduction to XGBoost - Machine Learning Tutorial

0 rewiews
Comprehensive tutorial on XGBoost: from basic principles to hands-on implementation. Learn gradient boosting, parameter tuning, and model evaluation for real-world machine learning applications.
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10 Lesons
1 hour 7 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Understanding and Overcoming the Statistical Limitations of Decision Trees

0 rewiews
Explores decision trees' statistical limitations, proposes FIGS algorithm to improve performance, and demonstrates its effectiveness in clinical decision-making and other real-world applications.
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1 Lesons
45 minutes
On-Demand
Free-Video
USENIX

Watering the Roots of Resilience - Learning from Failure with Decision Trees

0 rewiews
Explore how SREs can align mental models with system reality using resilience stress testing and decision trees. Learn practical tools for documenting, visualizing, and improving complex software systems.
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1 Lesons
41 minutes
On-Demand
Free-Video
BSidesLV

Scheming with Machines

0 rewiews
Explore machine learning techniques for sandbox detection, feature selection, and model deployment in cybersecurity. Gain insights on client-side models and data acquisition strategies.
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17 Lesons
57 minutes
On-Demand
Free-Video
OWASP Foundation

MLSec Going Deeper

0 rewiews
Explore advanced machine learning security concepts, including adversarial samples, attack strategies, and defensive techniques for various ML models.
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12 Lesons
38 minutes
On-Demand
Free-Video
Black Hat

Mind Games - Using Data to Solve for the Human Element

0 rewiews
Discover data-driven techniques to effectively reduce human risk in cybersecurity, challenging traditional training approaches and focusing on behavioral change strategies.
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12 Lesons
36 minutes
On-Demand
Free-Video
Strange Loop Conference

Just-So Stories for AI - Explaining Black-Box Predictions

0 rewiews
Explore state-of-the-art strategies for explaining black-box AI predictions, discussing interpretability challenges and insights into human decision-making and ethical implications.
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29 Lesons
42 minutes
On-Demand
Free-Video
USENIX

Advanced Napkin Math - Estimating System Performance from First Principles

0 rewiews
Learn to quickly estimate system performance using base rates and napkin math, enabling informed decision-making in technical discussions and design processes without building systems first.
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23 Lesons
41 minutes
On-Demand
Free-Video
USENIX

Stealing Machine Learning Models via Prediction APIs

0 rewiews
Explores model extraction attacks on machine learning systems, demonstrating vulnerabilities in publicly accessible ML interfaces and proposing potential countermeasures to protect confidential models.
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13 Lesons
28 minutes
On-Demand
Free-Video
Black Hat

Applied Machine Learning for Data Exfil and Other Fun Topics

0 rewiews
Explore machine learning applications in cybersecurity, including data exfiltration, network mapping, and botnet detection. Hands-on examples and tool demonstrations provided for practical implementation.
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14 Lesons
44 minutes
On-Demand
Free-Video
GOTO Conferences

A Taste of Random Decision Forests on Apache Spark

0 rewiews
Explore Random Decision Forests on Apache Spark with Sean Owen. Learn about decision trees, feature vectors, model interpretation, and hyperparameter tuning for machine learning in distributed environments.
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15 Lesons
53 minutes
On-Demand
Free-Video
GOTO Conferences

Applied AI - Real-World Use Cases for Microsoft’s Azure Cognitive Services

0 rewiews
Explore real-world applications of Azure Cognitive Services for AI, including image classification, chatbots, and text analysis. Gain insights into machine learning concepts and practical implementation.
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24 Lesons
45 minutes
On-Demand
Free-Video
USENIX

Watering the Roots of Resilience - Learning from Failure with Decision Trees

0 rewiews
Explore how SREs can align mental models with system reality using resilience stress testing and decision trees. Learn practical tools for documenting, visualizing, and improving complex software systems.
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1 Lesons
41 minutes
On-Demand
Free-Video
GOTO Conferences

Breaking Black-box AI

0 rewiews
Explore failure cases of popular machine learning algorithms through live demos, from linear regression to deep learning, revealing limitations and potential pitfalls in AI applications.
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10 Lesons
45 minutes
On-Demand
Free-Video

Using Machine Learning Solutions to Solve Serious Security Problems

0 rewiews
Explore machine learning applications in cybersecurity, focusing on anti-cheat systems, big data analysis with Hadoop, and anomaly detection using decision trees and SVMs for enhanced threat prevention.
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23 Lesons
45 minutes
On-Demand
Free-Video

Super Bad Exploit Kits Machine Learning

0 rewiews
Explore exploit kit evolution and machine learning applications in cybersecurity with insights on decision trees, training data, and adaptive techniques.
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15 Lesons
26 minutes
On-Demand
Free-Video
WeAreDevelopers

Kandinsky Patterns for Visual Concept Learning

0 rewiews
Explore visual concept learning through Kandinsky patterns, focusing on medical image interpretation, symmetry, heatmaps, and decision trees for enhanced pattern recognition and analysis.
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13 Lesons
28 minutes
On-Demand
Free-Video
code::dive conference

Software Engineer in the Machine Learning World

0 rewiews
Exploring the unique challenges and approaches in machine learning programming from a software engineer's perspective, with insights on data handling, model development, and result interpretation.
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16 Lesons
58 minutes
On-Demand
Free-Video
EuroPython Conference

Explaining Behavior of Machine Learning Models with ELI5 Library

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Explore techniques for interpreting and debugging ML models using eli5 library. Learn to explain linear models, decision trees, ensembles, and classifiers, improving trust and quality in ML solutions.
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1 Lesons
30 minutes
On-Demand
Free-Video
EuroPython Conference

When to Use Machine Learning - Tips, Tricks and Warnings

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Discover when and how to effectively apply machine learning, with practical tips and real-world examples from open-source projects and cryptocurrency trading.
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29 Lesons
39 minutes
On-Demand
Free-Video
PASS Data Community Summit

Business Analytics Marathon - Tools for Exploratory Data Analysis

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Explore essential tools for data analysis, including Power Query and Pivot Tables, with practical demos and insights into machine learning applications.
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12 Lesons
1 hour
On-Demand
Free-Video
PASS Data Community Summit

Data Analytics Explained for Business Leaders

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Demystifying data analytics for business leaders, bridging the gap between technical and strategic understanding to drive innovation, productivity, and informed decision-making.
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33 Lesons
50 minutes
On-Demand
Free-Video
NDC Conferences

Predicting the Future as a Service with Azure ML and R

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Learn to create predictive analytics using Azure Machine Learning Studio. Explore data manipulation, R modules, publishing endpoints, and model retraining for easy, low-cost machine learning implementation.
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28 Lesons
59 minutes
On-Demand
Free-Video
DigitalSreeni

What Is XGBoost and Is It Really Better Than Random Forest and Deep Learning?

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Explore XGBoost's advantages over Random Forest and Deep Learning, comparing performance and understanding its unique features for machine learning tasks.
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7 Lesons
21 minutes
On-Demand
Free-Video
DigitalSreeni

Regression Using Neural Networks and Comparison to Other Models

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Explore neural network regression, compare with other models, and learn practical implementation using Python for data analysis and prediction.
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10 Lesons
22 minutes
On-Demand
Free-Video
Shaw Talebi

10 Decision Trees are Better Than 1 - Random Forest and AdaBoost

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Explore tree ensembles: Random Forest and AdaBoost. Learn bagging, boosting techniques, and their benefits. Apply knowledge to breast cancer prediction using example code.
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7 Lesons
17 minutes
On-Demand
Free-Video
Shaw Talebi

Dimensionality Reduction and Segmentation with Decision Trees - Python Code

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Explore advanced decision tree applications for dimensionality reduction and predictor segmentation, with Python code examples for breast cancer detection and sepsis risk analysis.
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6 Lesons
17 minutes
On-Demand
Free-Video
Platform Engineering

Harmony in Engineering Platforms: A Decision Tree Symphony for Orchestrator Selection

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Explore orchestrator selection strategies, comparing solutions and using a decision tree model to optimize engineering platforms and reduce cognitive load for platform engineers.
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1 Lesons
18 minutes
On-Demand
Free-Video