Social And Emotional Learning Courses

The Machine Learning Engineer

MLOps: VSCode Remote Development for Data Science and Machine Learning

Master remote development in VSCode by connecting to VMs, Docker, WSL, and Google Colab for streamlined machine learning workflows and efficient cloud infrastructure management.

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

Hack In The Box Security Conference

Detecting Botnets via DNS Traffic Analysis Using Machine Learning

Discover advanced techniques for detecting botnet-infected devices through DNS traffic analysis, combining natural language processing and machine learning for enhanced network security monitoring.

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

OpenSSF

End-to-End Secure Machine Learning Development - Building a Secure AI Supply Chain

Discover essential security practices for AI development, from dataset handling to production deployment, focusing on supply chain security, model provenance, and risk mitigation in machine learning applications.

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

Neuro Symbolic

Interpretable and Data-Efficient Learning for Autonomous Systems

Explore cutting-edge approaches to autonomous systems through interpretable learning methods and data-efficient techniques, focusing on the intersection of symbolic AI and deep learning.

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

Amazon Web Services;  Amazon

No-code Machine Learning and Generative AI on AWS (Korean)

Discover how to build ML models and deploy generative AI solutions on AWS without coding using SageMaker Canvas. Master data preparation, model training, and foundation models for text generation and RAG implementation.

• AWS Skill Builder
• 5 hours 30 minutes
• Self-Paced
• Free Certificate

Amazon Web Services;  Amazon

Exam Prep Official Practice Question Set: AWS Certified Machine Learning Engineer - Associate (MLA-C01 - Simplified Chinese)

掌握AWS机器学习工程师认证考试要点，通过20道精选实践题和详细解析，提升考试通过率和专业技能。

• AWS Skill Builder
• 40 minutes
• Self-Paced
• Free Certificate

Amazon Web Services;  Amazon

Exam Prep Official Practice Question Set: AWS Certified Machine Learning Engineer - Associate (MLA-C01 - Korean)

Master AWS 기계학습 엔지니어 자격증 시험 준비를 위한 20개의 실전 문제와 상세한 피드백을 통해 MLA-C01 시험에 대비하세요.

• AWS Skill Builder
• 40 minutes
• Self-Paced
• Free Certificate

Amazon Web Services;  Amazon

Exam Prep Official Practice Question Set: AWS Certified Machine Learning Engineer - Associate (MLA-C01 - Japanese)

Dive into AWS認定機械学習エンジニア試験対策で、20問の実践的な問題を通じて試験形式に慣れ、詳細なフィードバックと推奨リソースで合格への準備を整えます。

• AWS Skill Builder
• 40 minutes
• Self-Paced
• Free Certificate

Hack In The Box Security Conference

Hunting Trojans with AST Transformers and Machine Learning

Discover advanced techniques for detecting malicious Python projects using AST Transformers and machine learning, focusing on obfuscation methods and countermeasures in cybersecurity.

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

HUJI Machine Learning Club

Real-World AI: Risk and Robustness in Reinforcement Learning and Kalman Filtering

Explore real-world applications of AI through risk-aware reinforcement learning and robust Kalman filtering, focusing on practical challenges and solutions for handling uncertainties in AI systems.

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

HUJI Machine Learning Club

Efficiency in the Age of Large Scale Models - Designing and Optimizing Deep Learning Systems

Explore the challenges and solutions of large-scale AI models, from theoretical foundations to practical efficiency improvements, with insights on reducing computational costs while maintaining performance in modern machine learning.

• YouTube
• 1 hour 4 minutes
• Self-Paced
• Free Video

HUJI Machine Learning Club

Empirical Challenges to Theories of Deep Learning

Explore empirical challenges in deep learning theory, examining network representations, non-monotonic training patterns, and complex learning processes through cutting-edge research findings and real-world examples.

• YouTube
• 1 hour 5 minutes
• Self-Paced
• Free Video

HUJI Machine Learning Club

Coresets and Decision Trees for Machine Learning Optimization

Discover how coresets can optimize decision tree algorithms, boost computation speed by 10x, and maintain accuracy in machine learning applications through geometric partitioning techniques.

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

Federated Learning One World Seminar

A Bayesian Approach for Personalized Federated Learning - Seminar 93

Discover how Bayesian approaches enhance personalized federated learning through innovative statistical methods and practical applications in distributed machine learning environments.

• YouTube
• 1 hour 4 minutes
• Self-Paced
• Free Video

Federated Learning One World Seminar

Leveraging Spatial and Temporal Correlations in Distributed Learning - Seminar 91

Explore advanced distributed learning techniques focusing on spatial and temporal correlations, with insights into FedAvg algorithm, client participation, and optimization strategies.

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