Search results for machine learning

Toronto Machine Learning Series (TMLS)

Data Shift and Model Adaptation in Machine Learning

Explore data shift principles, detection strategies, and adaptation techniques in machine learning for dynamic environments. Practice hands-on with advanced topics to enhance model performance.

• YouTube
• 2 hours 1 minute
• On-Demand
• Free Video

Toronto Machine Learning Series (TMLS)

Bringing Structure Into an Unstructured World - Applying State-of-the-Art Machine Learning at Digits

Explore how Digits applies transformer models to extract structured information from unstructured financial data and deploys ML experiments in production using TensorFlow.

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

Toronto Machine Learning Series (TMLS)

Machine Learning Governance in Financial Institutions

Explore ML model governance in finance through insights from 66 global institutions, focusing on key practices and regulatory considerations.

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

Toronto Machine Learning Series (TMLS)

Unsolved Problems in Human-in-the-Loop Machine Learning

Explore unsolved problems in human-in-the-loop machine learning, including uncertainty interpretation, transfer learning, and annotation quality control. Gain insights from an expert in AI and ML.

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

Toronto Machine Learning Series (TMLS)

Building Machine Learning Pipelines in Airflow with Jupyter Notebooks

Learn to develop scalable, end-to-end machine learning pipelines using Jupyter Notebooks and Airflow. Explore parameterization with Papermill for efficient, maintainable ML workflows in financial services.

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

Toronto Machine Learning Series (TMLS)

Machine Learning for Chronic Disease Management - Focus on Precision Oncology

Explore machine learning applications in chronic disease management, focusing on precision oncology, statistical modeling for multiple myeloma, and deep learning for risk stratification.

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

Toronto Machine Learning Series (TMLS)

Opening the Machine Learning Black Box in Regulated Industries

Explore techniques for making machine learning models explainable and compliant in regulated industries like finance and insurance. Learn to bridge the gap between ML and regulatory requirements.

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

Toronto Machine Learning Series (TMLS)

Leveraging Computer Vision and Machine Learning for Visual Inspection in Railway Systems

Explore innovative computer vision and machine learning solutions for automated visual inspection in railway systems, enhancing operational efficiency and reducing maintenance time.

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

Toronto Machine Learning Series (TMLS)

A Sneak Preview of Next Generation Machine Learning Hardware

Explore the future of AI processing with dedicated Machine Learning processors, comparing their advantages over traditional GPUs for Deep Learning applications.

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

Toronto Machine Learning Series (TMLS)

Declarative Machine Learning Systems - Ludwig and Predibase

Explore declarative machine learning systems, focusing on Ludwig framework and Predibase enterprise solution for flexible, simplified ML infrastructure.

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

Toronto Machine Learning Series (TMLS)

Real-time Machine Learning - Architecture and Challenges

Explore real-time machine learning architectures, challenges, and the importance of fresh data for online predictions in ML applications.

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

Toronto Machine Learning Series (TMLS)

Scaling and Evolving the Machine Learning Platform at DoorDash

Explore DoorDash's journey in scaling their ML platform, focusing on prediction services, optimizations, and lessons learned for exponential growth in online ML prediction volume.

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

Toronto Machine Learning Series (TMLS)

10X Faster Machine Learning: From R&D to Production

Supercharge ML experimentation with PyTorch Lightning and DVC, and streamline production using Kubeflow. Learn to overcome challenges in complex ML model development and deployment.

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

Toronto Machine Learning Series (TMLS)

Machine Learning for Space Exploration

Explore AI's role in revolutionizing space exploration, from autonomous robots to planetary science, and learn about challenges and applications in safety-critical systems.

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

Toronto Machine Learning Series (TMLS)

Managing Machine Learning Experiments with MLflow

Learn to manage ML experiments, reproduce pipelines, and deploy models using MLflow, an open-source tool for streamlining the machine learning lifecycle.

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