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#Feature Selection

Showing: 49 courses
Nvidia

Mastering Recommender Systems

3 rewiews
Explore top strategies for building effective e-commerce recommendation systems, featuring insights from Kaggle Grandmasters on candidate generation, reranking, and model ensembling techniques.
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10 Lesons
47 minutes
On-Demand
Free-Video
5 Minutes Engineering

Machine Learning

1 rewiews
Comprehensive Hindi course covering machine learning fundamentals, algorithms, and practical implementations using Python, with real-world examples and solved problems.
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69 Lesons
10 hours
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

Pattern Recognition

0 rewiews
This course provides a fairly comprehensive view of the fundamentals of pattern classification and regression. Topics covered in the lectures include an overview of pattern classification and regression; Bayesian decision making and Bayes classifier
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30 Lesons
1 day 5 hours
On-Demand
Free-Video

Machine Learning Pipelines

0 rewiews
Explore advanced house price prediction through data analysis, feature engineering, and selection techniques for improved model accuracy.
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5 Lesons
1 hour 30 minutes
On-Demand
Free-Video

Feature Selection

0 rewiews
Learn techniques for effective feature selection in machine learning, including variance threshold, correlation analysis, information gain, and chi-square statistical analysis.
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6 Lesons
2 hours 30 minutes
On-Demand
Free-Video

Exploratory Data Analysis

0 rewiews
Learn advanced techniques for exploratory data analysis and feature engineering in house price prediction, including automated visualization tools and efficient EDA libraries.
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15 Lesons
3 hours 30 minutes
On-Demand
Free-Video
Great Learning

LDA Application in Entertainment Industry

0 rewiews
Explore Linear Discriminant Analysis application in entertainment, covering key concepts, data analysis, and practical implementation using Jupyter Notebook for feature selection and classification.
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8 Lesons
52 minutes
On-Demand
Free-Video

R Tutorials

0 rewiews
Comprehensive R tutorials covering bioinformatics, statistics, and data visualization. Learn to analyze gene expression, perform regression, create plots, and conduct survival analysis using R programming.
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18 Lesons
2 hours 30 minutes
On-Demand
Free-Video
Data Science Dojo

Data Mining Crash Course

0 rewiews
Comprehensive overview of data mining essentials, covering data types, quality, preprocessing, similarity analysis, and visualization techniques for effective data-driven decision making.
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6 Lesons
1 hour 27 minutes
On-Demand
Free-Video
Krish Naik

EvalML AutoML Library to Automate Feature Engineering, Feature Selection, Model Creation and Tuning

0 rewiews
Explore EvalML, an AutoML library automating feature engineering, selection, model creation, and tuning. Learn to streamline your data science workflow and improve project efficiency.
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6 Lesons
23 minutes
On-Demand
Free-Video
Applied Algebraic Topology Network

John Harer - Topological Data Analysis and Machine Learning

0 rewiews
Explore topological data analysis and machine learning, covering methodology, examples, dimension reduction, and advanced techniques for feature extraction and classification.
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17 Lesons
1 hour
On-Demand
Free-Video
1littlecoder

Building Your First Machine Learning Model and Model Validation - Day 9

0 rewiews
Learn to build and validate your first machine learning model using scikit-learn. Explore techniques for handling large datasets, selecting features, and evaluating model performance through hands-on exercises.
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22 Lesons
52 minutes
On-Demand
Free-Video
Krish Naik

Step-by-Step Machine Learning Project Implementation: EDA, Feature Engineering, Selection, and Model Training

0 rewiews
Comprehensive guide to implementing a machine learning project, covering data cleaning, EDA, feature engineering, selection, model training, and hyperparameter tuning.
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6 Lesons
1 hour 26 minutes
On-Demand
Free-Video

Know Thy Operator: Behavior-Based Event Detection in Industrial Facilities

0 rewiews
Explore industrial process data analysis, machine learning for variability tracing, and behavior-based event detection in facilities. Learn about cluster tuning algorithms and operator response characterization.
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26 Lesons
38 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Discrete Optimization-Aided Structured Learning at Scale - IPAM at UCLA

0 rewiews
Explore discrete optimization techniques for structured learning, featuring algorithmic aspects, statistical setups, and approaches to feature selection and learning trees.
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12 Lesons
56 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Tools of High Dimensional Data - Lecture 3

0 rewiews
Explore high-dimensional data analysis techniques with Bruce Walsh, focusing on advanced tools and methods for complex datasets in biological evolution and genetics.
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1 Lesons
1 hour 42 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Making Sense of Your Data: Statistics and Machine Learning - Lecture 2

0 rewiews
Explore advanced statistical techniques and machine learning methods for analyzing complex neutrino data, enhancing your ability to extract meaningful insights from experimental results.
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1 Lesons
1 hour 10 minutes
On-Demand
Free-Video
Inside Livermore Lab

Simultaneous Feature Selection and Outlier Detection Using Mixed-Integer Programming

0 rewiews
Explore mixed-integer programming for simultaneous feature selection and outlier detection in high-dimensional regressions, with applications to biomedical research and microbiome studies.
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13 Lesons
1 hour
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.
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11 Lesons
20 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
Conf42

Balancing Speed and Accuracy in Model Development

0 rewiews
Explore strategies for optimizing machine learning model development, balancing speed and accuracy. Learn to assess business objectives, improve data quality, and select efficient features and models.
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28 Lesons
25 minutes
On-Demand
Free-Video
Open Data Science

Price Optimisation - From Exploration to Productionising - David Adey, PhD & Alexey Drozdetskiy, PhD

0 rewiews
Explore dynamic price optimization using machine learning, from data analysis to cloud deployment. Learn about feature encoding, model selection, efficiency improvements, and practical implementation strategies for revenue growth.
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19 Lesons
1 hour 11 minutes
On-Demand
Free-Video
Applied Algebraic Topology Network

MD Simulations and Machine Learning to Quantify Interfacial Hydrophobicity

0 rewiews
Explore molecular dynamics simulations and machine learning techniques to analyze interfacial hydrophobicity, focusing on efficient data analysis methods and topological approaches for complex chemical systems.
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13 Lesons
32 minutes
On-Demand
Free-Video
Linux Foundation

Getting ML Right in a Complex Data World

0 rewiews
Explore efficient ML experimentation using data versioning tools to reproduce iterations, capture training data versions, and build intuitive infrastructure without duplicating resources.
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1 Lesons
31 minutes
On-Demand
Free-Video
The Cyber Academy

Feature Selection in the Corrected KDD Dataset

0 rewiews
Explore feature selection techniques for the Corrected KDD dataset with Dr. Zargari, enhancing understanding of information security and data analysis in cybersecurity applications.
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1 Lesons
21 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Introduction to Machine Learning - Lecture 2

0 rewiews
Explore key machine learning concepts and their applications in healthcare, bridging the gap between computational modeling and clinical problem-solving.
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1 Lesons
1 hour 18 minutes
On-Demand
Free-Video
Computational Genomics Summer Institute CGSI

Automated Quantitative Trait Locus Analysis - CGSI 2023

0 rewiews
Explore automated quantitative trait locus analysis using machine learning. Learn about genetic architecture, feature engineering, and Pareto optimization for biodata mining and complex trait analysis.
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28 Lesons
30 minutes
On-Demand
Free-Video
Simons Institute

ML Efficiency for Large Models - From Data Efficiency to Faster Transformers

0 rewiews
Explore algorithmic solutions for efficient scaling of large ML models, covering data efficiency, model efficiency, and faster attention mechanisms for improved training and inference.
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1 Lesons
36 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Removing Spurious Features Can Hurt Accuracy and Affect Groups Disproportionately

0 rewiews
Explore the impact of removing spurious features on model accuracy and group fairness in machine learning, examining potential unintended consequences and ethical implications.
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7 Lesons
21 minutes
On-Demand
Free-Video
RSA Conference

Nowhere to Hide - How HW Telemetry and ML Can Make Life Tough for Exploits

0 rewiews
Explore how CPU telemetry and machine learning can detect concealed malicious code, with insights on feature selection, overhead management, and platform-specific design for effective threat detection.
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20 Lesons
50 minutes
On-Demand
Free-Video
Hack In The Box Security Conference

Applying Machine Learning to User Behavior Anomaly Analysis

0 rewiews
Explore advanced machine learning techniques for user behavior anomaly detection in cybersecurity, covering feature selection, data quality, behavioral whitelisting, and neural network predictions.
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29 Lesons
1 hour 1 minute
On-Demand
Free-Video
BSidesLV

Know Thy Operator

0 rewiews
Explore industrial process data analysis, machine learning techniques, and behavior-based event detection systems for improved facility monitoring and state-of-health assessment.
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24 Lesons
38 minutes
On-Demand
Free-Video
Devoxx

Graph-based ML for Automated Health Care Services

0 rewiews
Leveraging graph-based machine learning and healthcare data to predict patient diagnoses in critical care units, showcasing the potential of automated healthcare through advanced ML techniques.
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1 Lesons
32 minutes
On-Demand
Free-Video

DNS Spikes, Strikes, and The Like

0 rewiews
Explore DNS data analysis techniques, including passive DNS, reputation assessment, and unsupervised learning, to detect and mitigate domain shadowing and other malicious activities.
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13 Lesons
39 minutes
On-Demand
Free-Video
EuroPython Conference

Good Features Beat Algorithms

0 rewiews
Explore feature engineering and selection techniques to improve machine learning model accuracy. Learn how to develop an ensemble for measuring feature importance in real-world datasets.
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1 Lesons
36 minutes
On-Demand
Free-Video
Snorkel AI

Practical Paths to Data-Centric AI

0 rewiews
Explore data-centric AI with Google experts, covering data quality, feature selection, and large language model deployment. Learn about synthetic data, weak supervision, and data governance.
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1 Lesons
27 minutes
On-Demand
Free-Video
NPTEL-NOC IITM

Feature Selection and Variable Selection Techniques

0 rewiews
Explore techniques for selecting optimal variables in data analysis, including best subset, forward, and backward selection methods.
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1 Lesons
14 minutes
On-Demand
Free-Video
Shaw Talebi

Dimensionality Reduction and Segmentation with Decision Trees - Python Code

0 rewiews
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
NPTEL-NOC IITM

K-Nearest Neighbors (KNN) Algorithm - Introduction and Applications

0 rewiews
Explore k-Nearest Neighbors algorithm: concepts, applications, assumptions, implementation, and optimization techniques for effective machine learning.
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9 Lesons
26 minutes
On-Demand
Free-Video
NPTEL-NOC IITM

Predictive Modelling

0 rewiews
Explore predictive modeling techniques and applications for data-driven decision-making and forecasting in various domains.
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1 Lesons
24 minutes
On-Demand
Free-Video
Data Science Festival

Feature Selection for Machine Learning

0 rewiews
Explore feature selection methods for machine learning, including filter, wrapper, and embedded approaches. Learn to choose the most predictive variables for production-ready models.
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1 Lesons
36 minutes
On-Demand
Free-Video
Code Sync

Evolving Erlang/OTP Feature by Feature - Selectable Features in OTP25

0 rewiews
Explore Erlang/OTP's new selectable features, including Value-Based Error Handling. Learn how to evolve the language without affecting existing code, enabling experimentation with backwards-incompatible changes.
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11 Lesons
46 minutes
On-Demand
Free-Video
Conf42

Quantum-Inspired Annealing: The State of Play

0 rewiews
Explore quantum-inspired annealing's current state, comparing quantum and classical approaches, and examining benchmarks for various optimization problems.
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18 Lesons
43 minutes
On-Demand
Free-Video
Google TechTalks

The Data Minimization Principle in Machine Learning

0 rewiews
Explore data minimization in machine learning, its challenges, and practical implementations. Examine optimization-based formalization and applications in high-stakes domains, revealing insights on privacy and efficiency.
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1 Lesons
59 minutes
On-Demand
Free-Video
NHR@FAU

Configuration-Aware Performance Analysis for High-Performance Computing Frameworks

0 rewiews
Explore configuration-aware performance analysis for HPC frameworks, focusing on feature selection impact and identifying performance regressions across software releases.
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1 Lesons
51 minutes
On-Demand
Free-Video
VinAI

Nonlinear Statistical Modeling for High-Dimensional and Small Sample Data

0 rewiews
Explore nonlinear feature selection methods for high-dimensional, small sample data. Learn about HSIC Lasso, kernel PSIs, and feature selection networks for advanced machine learning applications.
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1 Lesons
57 minutes
On-Demand
Free-Video
IIIA Hub

Feature Selection and Clustering with a Quantum Annealer - QuantumCLEF 2024

0 rewiews
Dive into quantum annealing techniques for feature selection and clustering through hands-on demonstrations and practical implementations for advanced data analysis tasks.
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1 Lesons
1 hour 12 minutes
On-Demand
Free-Video
Isaac Newton Institute for Mathematical Sciences

Discovery in High Dimensions - 2008

0 rewiews
Explore statistical methods for uncovering hidden structures in high-dimensional data from various fields, including genetics, astronomy, and consumer behavior.
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1 Lesons
1 hour 6 minutes
On-Demand
Free-Video