Главная
Study mode:
on
You
History
Saved
In progress 0 courses
compleat 0 courses
#Art & Design #Adobe #ChatGPT #GitHub

#Random Forests

Showing: 59 courses
Stanford University

Opioid Use Disorder Prediction Using AI and Existing Risk Models

0 rewiews
Comparative study on AI models for predicting opioid use disorder, showcasing superior performance of transformer-based AI over existing clinical tools and other machine learning approaches.
Add to list
16 Lesons
52 minutes
On-Demand
Free-Video

Statistics and Machine Learning in R

0 rewiews
If you want to do statistics and machine learning in R, this playlist is for you, and you only. No one else is allowed to watch it.
Add to list
9 Lesons
1 hour 30 minutes
On-Demand
Free-Video

Random Forests

0 rewiews
Learn to build, evaluate, and implement Random Forests, including handling missing data and clustering. Gain practical skills using R for this powerful machine learning technique.
Add to list
3 Lesons
30 minutes
On-Demand
Free-Video
Kaggle

Intro to Machine Learning

0 rewiews
Dive into machine learning fundamentals with engaging videos covering models, data exploration, validation, and advanced concepts like random forests and AutoML.
Add to list
8 Lesons
30 minutes
On-Demand
Free-Video
New York University (NYU)

From Smart Betas to Smart Alphas - Quantum Mental in the Age of Machine Learning

0 rewiews
Explore smart beta and alpha strategies in finance with Milind Sharma, covering machine learning, deep learning, and portfolio construction techniques for modern quantitative investing.
Add to list
24 Lesons
58 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.
Add to list
36 Lesons
2 hours 30 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.
Add to list
18 Lesons
7 hours 12 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.
Add to list
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.
Add to list
26 Lesons
6 hours 38 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.
Add to list
18 Lesons
1 hour 16 minutes
On-Demand
Free-Video
DigitalSreeni

How to Use Random Forest in Python

0 rewiews
Learn to implement Random Forest in Python for data analysis, including data importing, feature engineering, and model fitting techniques.
Add to list
8 Lesons
32 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.
Add to list
33 Lesons
9 hours 7 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।
Add to list
10 Lesons
5 hours 27 minutes
On-Demand
Free-Video
Julia Silge

Predict Water Availability in Sierra Leone With Random Forests

0 rewiews
Explore random forest modeling with tidymodels to analyze water sources in Sierra Leone, covering data preparation, model building, and evaluation techniques.
Add to list
14 Lesons
45 minutes
On-Demand
Free-Video
Applied Algebraic Topology Network

Topological Data Analysis Based Machine Learning Models for Drug Design

0 rewiews
Explores TDA-based models for effective molecular representation in drug design, combining persistent homology, spectral models, and Ricci curvature with machine learning for improved performance.
Add to list
1 Lesons
59 minutes
On-Demand
Free-Video
BIMSA

Empowering the Data Science Ecosystem for Whole Genome Sequencing Analysis Using ML Methods and Tools

0 rewiews
Explore advanced methods for analyzing whole genome sequencing data using machine learning and ensemble techniques. Learn to leverage biobanks and electronic health records for powerful genetic insights.
Add to list
1 Lesons
1 hour 9 minutes
On-Demand
Free-Video
Simons Institute

Invariance, Causality and Novel Robustness

0 rewiews
Explore invariance, causality, and robustness in high-dimensional statistics. Learn about modern applications, heterogeneous data, and novel approaches to prediction problems using causal inference techniques.
Add to list
15 Lesons
44 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.
Add to list
1 Lesons
34 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

The Arboreal Gas - Percolative Properties of Random Forests

0 rewiews
Explore the percolative properties of random forests in the arboreal gas model, examining the formation of giant trees and its applications to branched polymer gelation.
Add to list
1 Lesons
50 minutes
On-Demand
Free-Video
Data Science Conference

Machine Learning Applications in Healthcare - Saudi Arabian Hospital Case Studies

0 rewiews
Explore real-world applications of machine learning in Saudi Arabian healthcare through case studies focusing on breast cancer classification and predictive modeling techniques.
Add to list
11 Lesons
20 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.
Add to list
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.
Add to list
1 Lesons
1 hour 21 minutes
On-Demand
Free-Video
AutoML Seminars

LLMs for Automated Data Science - Introducing CAAFE for Context-Aware Automated Feature Engineering

0 rewiews
Discover how CAAFE leverages large language models to enhance automated feature engineering in data science, improving model performance through context-aware feature generation and semantic understanding.
Add to list
1 Lesons
30 minutes
On-Demand
Free-Video
Venelin Valkov

Reproducible Machine Learning and Experiment Tracking Pipeline with Python and DVC

0 rewiews
Learn to build reproducible machine learning pipelines using Python and DVC. Track experiments, manage data versions, and compare model metrics for improved ML workflow efficiency.
Add to list
6 Lesons
41 minutes
On-Demand
Free-Video
Data Professor

Build Your First Machine Learning Model in Python

0 rewiews
Learn to build a machine learning model in Python using scikit-learn. Covers data loading, splitting, model building with linear regression and random forest, comparison, and visualization.
Add to list
11 Lesons
31 minutes
On-Demand
Free-Video
Simons Institute

Debiasing Random Forests for Treatment Effect Estimation

0 rewiews
Explore techniques for debiasing random forests in treatment effect estimation, focusing on resource allocation in election campaigns and get-out-the-vote experiments.
Add to list
13 Lesons
54 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.
Add to list
11 Lesons
21 minutes
On-Demand
Free-Video
1littlecoder

Feature Importance in Machine Learning - Permutation Importance with ELI5

0 rewiews
Explore permutation importance in machine learning, understanding its significance and application through hands-on examples using ELI5 for Random Forest models.
Add to list
1 Lesons
27 minutes
On-Demand
Free-Video
1littlecoder

Overfitting, Underfitting, and Random Forests in Machine Learning - Day 10

0 rewiews
Explore overfitting, underfitting, and random forests in machine learning. Learn to build accurate models and apply these concepts to improve your ML skills.
Add to list
7 Lesons
39 minutes
On-Demand
Free-Video
Julia Silge

Tuning Random Forest Hyperparameters with Tidymodels

0 rewiews
Learn to optimize random forest models using tidymodels, exploring hyperparameter tuning techniques with San Francisco tree data for improved predictive performance.
Add to list
31 Lesons
1 hour 5 minutes
On-Demand
Free-Video
Data Science Dojo

Approaches to Fraud Detection - Autoencoder and Isolation Forest - Fraud Detection Using ML

0 rewiews
Learn fraud detection techniques using KNIME, including random forest, autoencoder, and isolation forest. Explore methods for both labeled and unlabeled data, with practical demonstrations and insights on implementation.
Add to list
21 Lesons
53 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.
Add to list
1 Lesons
47 minutes
On-Demand
Free-Video
USENIX Enigma Conference

Classifiers Under Attack: Evasion Techniques and Defensive Strategies

0 rewiews
Exploring vulnerabilities in machine learning classifiers for security applications, demonstrating evasion techniques, and discussing methods to enhance robustness against adversarial attacks.
Add to list
19 Lesons
20 minutes
On-Demand
Free-Video
International Mathematical Union

Spin Systems with Hyperbolic Symmetry

0 rewiews
Explore spin systems with hyperbolic symmetry, their origins, applications in probabilistic models, recent findings, and open questions in this advanced mathematical discussion.
Add to list
1 Lesons
47 minutes
On-Demand
Free-Video
Databricks

Model Explanation and Prediction Exploration Using Spark ML

0 rewiews
Explore techniques for explaining non-linear models, showing feature contributions, and performing what-if analysis using Spark ML. Implement these methods to enhance model interpretability and enable interactive prediction exploration.
Add to list
7 Lesons
23 minutes
On-Demand
Free-Video
Jeff Heaton

Neural Networks with Ensembles for TensorFlow and Keras

0 rewiews
Learn to create and evaluate ensemble models using random forests and deep neural networks with TensorFlow, Keras, and scikit-learn. Explore feature importance and perturbation ranking techniques.
Add to list
15 Lesons
24 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.
Add to list
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.
Add to list
1 Lesons
45 minutes
On-Demand
Free-Video
Hausdorff Center for Mathematics

Random Tessellation Forests: Overcoming the Curse of Dimensionality

0 rewiews
Explore random tessellation forests in machine learning, overcoming dimensionality challenges through innovative partitioning methods and directional distributions for improved statistical performance.
Add to list
1 Lesons
58 minutes
On-Demand
Free-Video
Yacine Mahdid

Machine Learning with EEG Time-Series - Easy Python Project - Part 0

0 rewiews
Learn to classify EEG data between awake and asleep states using Python and random forest. Covers data loading, preprocessing, feature engineering, and machine learning implementation.
Add to list
10 Lesons
23 minutes
On-Demand
Free-Video
Strange Loop Conference

Why Do Tree Ensembles Work?

0 rewiews
Explore the statistical properties and effectiveness of decision tree ensembles in classification and regression, covering algorithms, bias-variance decomposition, and advanced interpretations.
Add to list
1 Lesons
41 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.
Add to list
12 Lesons
38 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.
Add to list
29 Lesons
42 minutes
On-Demand
Free-Video
Security Onion

Practical Cyborgism - Machine Learning for Bro Logs

0 rewiews
Explore machine learning techniques for analyzing Bro logs, focusing on supervised and unsupervised methods to enhance cybersecurity threat detection and analysis.
Add to list
21 Lesons
33 minutes
On-Demand
Free-Video
GOTO Conferences

Fast Analytics On Big Data

0 rewiews
Explore fast analytics on big data using an open-source platform for in-memory distributed data processing, enabling efficient predictive modeling and analytics on large-scale datasets.
Add to list
20 Lesons
50 minutes
On-Demand
Free-Video
BSidesLV

No Silver Bullet - Multi Contextual Threat Detection via Machine Learning

0 rewiews
Explore multi-contextual threat detection using machine learning, covering big data processing, modeling adversaries, and building custom solutions for defense at scale.
Add to list
23 Lesons
53 minutes
On-Demand
Free-Video
EuroPython Conference

Baby Steps in Short-Text Classification with Python

0 rewiews
Explore short-text classification using Python, from problem approach to model deployment. Learn about Naive Bayesian models, alternative algorithms, and practical implementation in production environments.
Add to list
21 Lesons
31 minutes
On-Demand
Free-Video
EuroPython Conference

Walking the Random Forest and Boosting the Trees

0 rewiews
Explore tree-based ensemble models like Random Forest and Gradient Boosting, understanding their theory and implementation in Python for effective data science applications.
Add to list
5 Lesons
24 minutes
On-Demand
Free-Video
DigitalSreeni

Pretrained CNN Features for Semantic Segmentation Using Random Forest

0 rewiews
Explore semantic segmentation using VGG16 features and Random Forest, offering improved results for limited training data compared to U-net.
Add to list
9 Lesons
22 minutes
On-Demand
Free-Video
Shaw Talebi

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

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

SQL for Efficient Data Organization in Machine Learning

0 rewiews
Explore JoinBoost, a Python library transforming tree training algorithms into SQL queries for efficient ML on normalized databases, offering improved performance and scalability.
Add to list
4 Lesons
11 minutes
On-Demand
Free-Video
NPTEL-NOC IITM

Hands-on R: Implementing Tree Regression and Random Forest with Simulated Data

0 rewiews
Implement tree regression and random forest techniques using simulated data in R, gaining practical experience with these powerful machine learning algorithms.
Add to list
1 Lesons
19 minutes
On-Demand
Free-Video
Toronto Machine Learning Series (TMLS)

The Importance of Intelligibility in Machine Learning for Healthcare - Avoiding Black-Box Models

0 rewiews
Explore intelligible machine learning models for healthcare, balancing accuracy and interpretability. Learn to understand, validate, and edit models for safe deployment in critical applications.
Add to list
1 Lesons
51 minutes
On-Demand
Free-Video
Hack In The Box Security Conference

Detecting Botnets via DNS Traffic Analysis Using Machine Learning

0 rewiews
Discover advanced techniques for detecting botnet-infected devices through DNS traffic analysis, combining natural language processing and machine learning for enhanced network security monitoring.
Add to list
1 Lesons
34 minutes
On-Demand
Free-Video
HUJI Machine Learning Club

Coresets and Decision Trees for Machine Learning Optimization

0 rewiews
Discover how coresets can optimize decision tree algorithms, boost computation speed by 10x, and maintain accuracy in machine learning applications through geometric partitioning techniques.
Add to list
1 Lesons
59 minutes
On-Demand
Free-Video
Finnish Center for Artificial Intelligence FCAI

Multilabel Classification Framework for Approximate Nearest Neighbor Search

0 rewiews
Explore multilabel classification for approximate nearest neighbor search, enhancing space partitioning trees and enabling supervised classifiers as index structures for ANN search.
Add to list
11 Lesons
41 minutes
On-Demand
Free-Video
UofU Data Science

Classification Methods: KNN, Decision Trees, and Neural Networks - Lecture 28

0 rewiews
Dive into essential machine learning classification methods, exploring KNN algorithms, decision trees, random forests, and neural networks for practical data analysis applications.
Add to list
1 Lesons
1 hour 23 minutes
On-Demand
Free-Video
Augmented Startups

Machine Learning Course for Beginners - Theory

0 rewiews
Comprehensive introduction to machine learning theory, covering algorithms, neural networks, and computer vision topics through engaging whiteboard animations designed for beginners.
Add to list
21 Lesons
3 hours 20 minutes
On-Demand
Free-Video
MICDE University of Michigan

Hardware Accelerators for Next-Generation AI Models - From Random Forests to Graph Neural Networks

0 rewiews
Explore hardware acceleration techniques for AI models, focusing on random forests and graph neural networks, with insights into advanced computational architectures and optimization.
Add to list
1 Lesons
32 minutes
On-Demand
Free-Video