Continuous Learning Courses and Certifications

Soft Skills for Information Security Professionals

560 ratings at LinkedIn Learning

Information security isn’t all ones and zeros. Learn how to communicate security concepts and proposals in terms that will resonate with audiences of all technical abilities.

• LinkedIn Learning
• 1 hour 18 minutes
• On-Demand
• Free Trial Available

Devoxx

Continuous Optimization of Microservices Using Machine Learning

Explore Bayesian optimization for continuous performance tuning of microservices, addressing challenges in data centers and improving resource utilization through machine learning techniques.

• YouTube
• 1 hour 1 minute
• On-Demand
• Conference Talk

MLOps at Snapchat - Continuous Machine Learning with Kubeflow & Spinnaker

Explore Snapchat's MLOps journey: transforming manual processes into automated ML pipelines using Kubernetes, Kubeflow, and Spinnaker for continuous integration, delivery, and training in computer vision.

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

Inside Livermore Lab

Generalizing Scientific Machine Learning and Differentiable Simulation Beyond Continuous Models

Explore generalizing scientific machine learning beyond continuous models, covering differentiable simulation for chaotic systems, stochastic processes, and inverse problems in advanced scientific computing.

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

Steve Brunton

Neural ODEs - From ResNet to Continuous-Time Machine Learning

Explore Neural ODEs: a powerful machine learning approach for learning ODEs from data. Discover its advantages over ResNet and extensions like HNNs and LNNs.

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

Advance Your Cybersecurity Career

247 ratings at LinkedIn Learning

Discover proven strategies to advance your cybersecurity career, land a new role, and excel at your job.

• LinkedIn Learning
• 20 minutes
• On-Demand
• Free Trial Available

USENIX

RECL - Responsive Resource-Efficient Continuous Learning for Video Analytics

Innovative video analytics framework integrating model reuse and online retraining for efficient, adaptive DNN models. Optimizes GPU allocation and leverages shared model zoo for improved performance across diverse vision tasks.

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

Devoxx

Continuous Deployment of Machine Learning Models

Explore real-time ML model deployment at Auto Trader UK, featuring automated retraining, robust testing, and integration with existing infrastructure for efficient experimentation and reduced time-to-live.

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

NDC Conferences

Continuous Delivery for Machine Learning - Patterns and Pains

Explore challenges and patterns in implementing Continuous Delivery for data-driven systems with machine learning, focusing on pain points and practical solutions for complex architectures.

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

Docker

Learning the Alphabet - A-B Testing and Continuous Delivery in Docker Datacenter

Explore Docker Datacenter's capabilities for monitoring, A/B testing, and continuous delivery using open-source tools to balance innovation and security in production environments.

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

Open Data Science

Machine Learning for Continuous Integration - Andrea Frittoli & Kyra Wulffert - ODSC Europe 2019

Explore machine learning techniques for analyzing CI/CD pipeline data, extracting insights, and automating failure identification using open-source tools like TensorFlow and Pandas with real-life OpenStack community data.

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

Association for Computing Machinery (ACM)

Continuous Optimization - Machine Learning

Explore optimization and machine learning techniques, focusing on learning from untrusted batches and attention mechanisms in this insightful ACM presentation.

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

MLCon | Machine Learning Conference

Continuous Delivery for Machine Learning Applications with Open Source Tools

Explore implementing continuous delivery for ML applications using open-source tools. Learn to automate development processes, integrate mixed teams, and continuously improve chatbots in production environments.

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

Valence Labs

Manifold Diffusion Fields - Learning Generative Models of Continuous Functions on Riemannian Manifolds

Explore Manifold Diffusion Fields for generating continuous functions on Riemannian manifolds. Learn about spectral geometry, intrinsic coordinate systems, and applications in AI for drug discovery.

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

Toronto Machine Learning Series (TMLS)

Neural ODEs: Continuous-Time Models for Machine Learning - TMLS 2019

Explore neural networks as implicit models and their applications in scientific computing with David Duvenaud at TMLS2019.

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