Machine Learning Courses and Certifications

Fairness in Representation Learning - Natalie Dullerud

Explore fairness in deep metric learning, evaluating bias in representations and its impact on minority subgroups. Learn about a novel approach to mitigate bias and improve fairness in machine learning models.

• YouTube
• 55 minutes
• Self-Paced
• Free Video

Real-Time Seizure Detection Using EEG - Hyewon Jeong

Comprehensive comparison of state-of-art models for real-time seizure detection using EEG, evaluating performance metrics and exploring optimal feature extractors for practical clinical applications.

• YouTube
• 53 minutes
• Self-Paced
• Free Video

Domain Adaptation with Invariant Representation Learning - What Transformations to Learn?

Explore domain adaptation in machine learning, focusing on invariant representation learning and its challenges. Learn about novel techniques for optimal feature mapping across domains.

• YouTube
• 58 minutes
• Self-Paced
• Free Video

Assignment Control Plots for Causal Inference Study Design - Rocky Aikens

Explore visual tools for causal inference study design, focusing on assignment-control plots to analyze covariate distribution and improve observational and experimental studies.

• YouTube
• 57 minutes
• Self-Paced
• Free Video

Mandoline - Model Evaluation under Distribution Shift

Explores a novel framework for evaluating machine learning models under distribution shifts, using slice-based reweighting to improve performance estimation on target distributions.

• YouTube
• 47 minutes
• Self-Paced
• Free Video

Style Transfer Augmentations for Computational Pathology - Rikiya Yamashita

Innovative style transfer augmentation technique for improving machine learning model generalization in computational pathology, enhancing robustness to domain shifts and achieving state-of-the-art performance in classification tasks.

• YouTube
• 52 minutes
• Self-Paced
• Free Video

Extending the Theory of ML for Human-Centric Applications

Exploring ML challenges in real-world applications, focusing on data manipulation, multi-objective optimization, and robustness in dynamic environments with human-centric considerations.

• YouTube
• 1 hour 7 minutes
• Self-Paced
• Free Video

Scoring News Articles to Fight Misinformation

Explore an AI-driven approach to automatically score news articles, enhancing journalistic quality and combating misinformation through innovative pricing and content curation strategies.

• YouTube
• 1 hour 10 minutes
• Self-Paced
• Free Video

Picking on the Same Person - Does Algorithmic Monoculture Homogenize Outcomes?

Explore algorithmic monoculture's impact on decision outcomes, examining data sharing effects, ethical implications, and potential risks to fairness and individual autonomy.

• YouTube
• 1 hour 1 minute
• Self-Paced
• Free Video

Databricks Certified Machine Learning Associate Exam Guide

624 ratings at Udemy

Pass Databricks Certified Machine Learning Associate Certification with 10+ Hours of HD Quality Video & Lots of Hands-on

• Udemy
• 16 hours 6 minutes
• Self-Paced
• Paid Course

Math for Data science,Data analysis and Machine Learning

612 ratings at Udemy

Learn Math essentials for Data science,Data analysis,Machine Learning and Artificial intelligence

• Udemy
• 23 hours 20 minutes
• Self-Paced
• Paid Course

5 Minutes Engineering

Machine Learning

1 rating

Comprehensive Hindi course covering machine learning fundamentals, algorithms, and practical implementations using Python, with real-world examples and solved problems.

• YouTube
• 10 hours
• Self-Paced
• Free Video

Python for Machine Learning with Numpy, Pandas & Matplotlib

591 ratings at Udemy

Learn to Code in Python and How to use NumPy, Pandas, Matplotlib and Seaborn by real time Machine Learning project.

• Udemy
• 7 hours 5 minutes
• Self-Paced
• Paid Course

What is Data Science?

77784 ratings at Coursera

Explore data science fundamentals, applications, and career paths. Learn about big data, machine learning, and how organizations leverage data-driven insights for business success and societal impact.

• Coursera
• 11 hours 29 minutes
• Self-Paced
• Paid Course

Complete Python and Machine Learning in Financial Analysis

568 ratings at Udemy

Using Python, Machine Learning, and Deep Learning in Financial Analysis with step-by-step coding (with all codes)

• Udemy
• 20 hours 17 minutes
• Self-Paced
• Paid Course