Brandon Rohrer Courses

How Convolutional Neural Networks Work

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Explore the inner workings of Convolutional Neural Networks, from basic concepts to advanced techniques, in this comprehensive guided tour of deep learning architecture.

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

How Data Science Works

Explore the fundamentals of data science, from data acquisition to machine learning, with practical insights and best practices for effective analysis and decision-making.

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

How K-Nearest Neighbors Works

Explore k-nearest neighbors algorithm for classification and regression, including key considerations like k value, feature scaling, and distance metrics.

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

How Convolution Works

Guided tour of 2D convolution for CNNs and image processing, covering element-wise operations, feature detection, kernels, and practical applications.

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

The Four Grand Challenges of Robots in the Home

Explore four major challenges for home robots: data minimization, building trust, task complexity, and human-robot interaction. Insights from industry expert on future of domestic robotics.

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

How Convolutional Neural Networks Work, in Depth

Comprehensive exploration of convolutional neural networks, covering their structure, operation, and training process, including key concepts like filtering, pooling, and backpropagation.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Video

Getting Closer to Human Intelligence Through Robotics

Explore how robotics research can advance AI towards human-level intelligence by relaxing current assumptions and focusing on physical interaction and broader capabilities.

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

Recurrent Neural Networks and Long Short-Term Memory

Explore recurrent neural networks and LSTM, their applications in sequence prediction, and practical uses in machine learning and AI.

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

How Data Science Works

Explore the fundamentals of data science through plain English explanations, covering key concepts like feature engineering, machine learning, and deep learning without technical jargon.

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