Classification Algorithms Courses and Certifications

Building Classification Models with scikit-learn

48 ratings at Pluralsight

Learn to implement and evaluate various classification algorithms in scikit-learn, from logistic regression to advanced techniques like Support Vector Machines and Stochastic Gradient Descent.

• Pluralsight
• 2-3 hours
• On-Demand
• Free Trial Available

Great Learning

Application of Classification Algorithms

Explore popular classification algorithms, their comparisons, and real-world applications through a case study on employee promotion prediction using various techniques.

• YouTube
• 1 hour 24 minutes
• On-Demand
• Free Video

Great Learning

Feature Engineering Importance - Practical Application for Feature Engineering

Explore feature engineering techniques for data analysis and classification, including practical application to supermarket sales data. Learn to select, manipulate, and transform features for improved model performance.

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

OWASP Foundation

MLSec Going Deeper

Explore advanced machine learning security concepts, including adversarial samples, attack strategies, and defensive techniques for various ML models.

• YouTube
• 38 minutes
• On-Demand
• Conference Talk

USENIX

VFP - A Virtual Switch Platform for Host SDN in the Public Cloud

Explore Microsoft Azure's Virtual Filtering Platform (VFP), a programmable virtual switch for host SDN in public clouds. Learn its design, API, flow language, and real-world performance in large-scale deployments.

• YouTube
• 27 minutes
• On-Demand
• Conference Talk

BSidesLV

Repurposing Vulnerability Tickets to Predict Severity Levels - An Introduction to Natural Language Processing and Classification Algorithms

Explore natural language processing and classification algorithms to predict vulnerability severity levels using ticket data, enhancing cybersecurity decision-making and resource allocation.

• YouTube
• 48 minutes
• On-Demand
• Conference Talk

5 Minutes Engineering

Machine Learning and Neural Networks: Logistic Regression - Day 6

Explore logistic regression in machine learning and neural networks, covering key concepts and applications for binary classification problems.

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

Association for Computing Machinery (ACM)

Fair Classification with Group-Dependent Label Noise

Explore group-dependent label noise in fair classification, addressing challenges and proposing solutions for improved algorithmic fairness in machine learning models.

• YouTube
• 21 minutes
• On-Demand
• Conference Talk

OWASP Foundation

Machine Learning in Cybersecurity - Boon or Boondoggle

Explore machine learning's impact on cybersecurity with Dr. Zulfikar Ramzan. Learn about supervised and unsupervised learning, challenges, and applications in DevOps while gaining insights from a leading industry expert.

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

NorthSec

Obfuscation Classification via Machine Learning for JavaScript, Python, and PHP

Explore machine learning techniques for classifying obfuscated code across JavaScript, Python, and PHP, enhancing cybersecurity analysis and threat detection capabilities.

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

GOTO Conferences

Using EEG and Machine Learning to Perform Lie Detection - YOW! 2017

Explore EEG-based lie detection using Azure Machine Learning. Learn about data collection, model building, and limitations in this innovative experiment combining neuroscience and AI.

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

NPTEL-NOC IITM

Logistic Regression: Introduction to Binary Classification and Linear Classifiers

Master logistic regression for binary classification, covering linear classifiers, sigmoid functions, parameter estimation, and log-likelihood functions.

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

NPTEL-NOC IITM

K-Nearest Neighbors Implementation in R

Implement K-Nearest Neighbors algorithm in R programming language. Learn practical application of this machine learning technique for classification and regression tasks.

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

Wolfram

Comparison of Papers by Native and Non-Native English Speakers in Physics

Explore linguistic differences in physics papers by native and non-native English speakers, achieving 84% classification accuracy and enhancing scientific communication.

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

Neuro Symbolic

Decision Trees in Neuro-Symbolic AI

Master decision tree algorithms for effective data classification and prediction in machine learning applications.

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