Neural Search Courses and Certifications

MIT HAN Lab

Neural Architecture Search (Part II) - Lecture 8

Explore advanced neural architecture search techniques, including evolutionary algorithms and reinforcement learning, to optimize deep learning models for efficiency and performance.

• YouTube
• 1 hour 15 minutes
• On-Demand
• Free Video

MIT HAN Lab

Neural Architecture Search - Part II - Lecture 8

Explore advanced neural architecture search techniques, including gradient-based methods and hardware-aware NAS, to optimize deep learning models for efficiency and performance.

• YouTube
• 1 hour 15 minutes
• On-Demand
• Free Video

MIT HAN Lab

Neural Architecture Search - Part I (EfficientML.ai) - Lecture 7

Explore neural architecture search techniques for optimizing deep learning models, covering fundamentals, methods, and applications in AI efficiency.

• YouTube
• 1 hour 14 minutes
• On-Demand
• Free Video

MIT HAN Lab

Neural Architecture Search - Part I

Explore neural architecture search techniques, focusing on automated design of efficient deep learning models for various applications.

• YouTube
• 1 hour 14 minutes
• On-Demand
• Free Video

MIT HAN Lab

Neural Architecture Search (Part II) - Lecture 8

Explore neural architecture search techniques, including hardware-aware approaches and joint optimization of hardware and neural architectures. Learn applications and advancements in efficient deep learning design.

• YouTube
• 1 hour 13 minutes
• On-Demand
• Free Video

MIT HAN Lab

Neural Architecture Search for Efficient Deep Learning - Lecture 9

Explore advanced neural architecture search techniques for efficient deep learning on resource-constrained devices. Gain insights into model optimization for mobile and IoT applications.

• YouTube
• 1 hour 7 minutes
• On-Demand
• Free Video

MIT HAN Lab

Neural Architecture Search (Part II) - Lecture 8

Explore neural architecture search techniques, including hardware-aware approaches and joint optimization of hardware and neural architectures. Learn applications and advancements in efficient deep learning design.

• YouTube
• 1 hour 13 minutes
• On-Demand
• Free Video

EDGE AI FOUNDATION

Neural Architecture Search for Tiny Devices - Optimizing Deep Neural Networks for Edge Platforms

Delve into automated neural architecture search techniques for edge devices, exploring optimization strategies for creating efficient, accurate deep learning models with minimal resource requirements.

• YouTube
• 1 hour 14 minutes
• On-Demand
• Free Video

Embodiment Without Situatedness - An Embodied Perspective on Neural Architecture Search

Explore embodied perspectives on neural architecture search with Nick Cheney, examining the intersection of neurorobotics and complex systems in AI development and intelligence research.

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

Graham Neubig

Neural Nets for NLP 2020 - Search-Based Structured Prediction

Learn search-based structured prediction techniques for NLP, including structured perceptron, max-margin objectives, and exposure bias remedies. Explore global models and cost-augmented training for improved sequence prediction.

• YouTube
• 1 hour 6 minutes
• On-Demand
• Free Video

Graham Neubig

Neural Nets for NLP 2020: Advanced Search Algorithms

Explore advanced search algorithms for NLP, including beam search, minimum Bayes risk, and sampling-based methods. Learn to address search errors and model errors in neural networks.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Video

Graham Neubig

Neural Nets for NLP 2019 - Advanced Search Algorithms

Explore advanced search algorithms for NLP, including beam search, A* search, and search with future costs. Learn techniques to improve efficiency and effectiveness in natural language processing tasks.

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

Graham Neubig

CMU Neural Nets for NLP 2017 - Advanced Search Algorithms

Explore advanced search algorithms for NLP, including beam search and A*-type search, with a focus on their applications, benefits, and challenges in neural network-based language processing.

• YouTube
• 1 hour 2 minutes
• On-Demand
• Free Video

David Shapiro ~ AI

Semantic Search for AI - Testing Out Qdrant Neural Search

Explore semantic search implementation using Qdrant, covering Docker setup, data cleaning, microservice creation, and leveraging sentence embeddings for improved AI-powered search capabilities.

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

MITCBMM

Visual Search - Differences Between Your Brain and Deep Neural Networks

Explore how human visual perception differs from deep neural networks, examining experiments, results, and implications for fields like medical imaging.

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