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#Distillation

Showing: 16 courses
Stanford University

Optimizing for Interpretability in Deep Neural Networks - Mike Wu

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Explore techniques for making deep neural networks more interpretable through regularization, focusing on medical applications in critical care and HIV treatment. Insights on balancing model performance with human-understandable decision processes.
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23 Lesons
51 minutes
On-Demand
Free-Video
media.ccc.de

Die Wissenschaft vom Whisky

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Entdecken Sie die faszinierende Chemie und Physik hinter der Whiskyherstellung. Von Kupferdestillen bis zu Eichenfässern - ergründen Sie die Geheimnisse dieses komplexen Getränks.
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1 Lesons
1 hour 1 minute
On-Demand
Free-Video
CdoGEO of Kazan Federal University

Эксплуатация ГПЗ - Разделение газовых смесей и газофракционирующие установки

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Изучите процессы разделения газовых смесей и работу газофракционирующих установок на газоперерабатывающих заводах.
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1 Lesons
2 hours 30 minutes
On-Demand
Free-Video
Yannic Kilcher

Movement Pruning - Adaptive Sparsity by Fine-Tuning

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Explore Movement Pruning, an adaptive sparsity technique for fine-tuning deep neural networks. Learn its advantages over Magnitude Pruning in transfer learning scenarios and its impact on model efficiency.
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8 Lesons
30 minutes
On-Demand
Free-Video
tinyML

A Review of Compression Methods for Deep Convolutional Neural Networks

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Explore compression techniques for Convolutional Neural Networks, including pruning, distillation, and quantization, to optimize deployment on tinyML devices without compromising accuracy.
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27 Lesons
58 minutes
On-Demand
Free-Video
Edan Meyer

RL Foundation Models Are Coming!

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Explore DeepMind's AdA algorithm, combining meta-learning, attention, and curriculum learning for advanced reinforcement learning. Discover promising results and future prospects in this emerging field.
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10 Lesons
30 minutes
On-Demand
Free-Video
Sam Witteveen

Llama 3.2 - Multimodal and Edge Computing Advancements

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Explore Llama 3.2's multimodal capabilities, edge computing potential, and performance benchmarks. Learn about its vision-tuned models, lightweight versions, and integration with Ollama.
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11 Lesons
13 minutes
On-Demand
Free-Video
USENIX

Chop Chop: Byzantine Atomic Broadcast to the Network Limit

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Innovative Byzantine Atomic Broadcast system achieving high throughput and low latency through novel batching technique. Demonstrates superior performance in geo-distributed deployments for various applications.
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1 Lesons
12 minutes
On-Demand
Free-Video
Data Council

How to Interpret and Explain Black Box Models

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Explore popular model explanation techniques for machine learning interpretability, including LIME, SHAP, and visual analytics. Gain insights into making complex models more understandable and explainable.
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1 Lesons
31 minutes
On-Demand
Free-Video
Google Cloud Tech

Customizing Generative AI Models with Vertex AI

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Explore Vertex AI's capabilities for customizing foundation models, including supervised fine-tuning and distillation techniques, to enhance performance and create unique AI offerings.
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1 Lesons
37 minutes
On-Demand
Free-Video
MIT HAN Lab

Neural Architecture Search for Efficient Deep Learning - Lecture 9

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Explore advanced neural architecture search techniques for efficient deep learning on resource-constrained devices. Gain insights into model optimization for mobile and IoT applications.
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1 Lesons
1 hour 7 minutes
On-Demand
Free-Video
MIT HAN Lab

Quantum Machine Learning - Lecture 22

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Explore quantum machine learning fundamentals, bridging quantum computing and AI. Gain insights into this emerging field's potential to revolutionize computational approaches.
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1 Lesons
1 hour 9 minutes
On-Demand
Free-Video
MIT HAN Lab

Efficient Transformers - Lecture 20

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Explore efficient transformer architectures for optimized deep learning on resource-constrained devices. Learn techniques to enhance performance and reduce computational demands.
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1 Lesons
1 hour 18 minutes
On-Demand
Free-Video
MIT HAN Lab

Efficient Transformers - Lecture 20

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Explore efficient transformer architectures for optimized deep learning on resource-constrained devices. Learn techniques to enhance performance and reduce computational demands.
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1 Lesons
1 hour 18 minutes
On-Demand
Free-Video
tinyML

From the Cloud to the Edge: The Future of Language Models - tinyML Talk

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Explore the shift towards edge computing and Small Language Models, addressing cost, latency, and security concerns in AI applications.
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1 Lesons
1 hour
On-Demand
Free-Video
How To Make Everything

Iron Age to Medieval Era: A Journey Through Historical Technologies - Part 2

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Explore humanity's technological evolution from the Iron Age through Medieval times through hands-on demonstrations of ancient crafts, from iron smelting and papermaking to brewing and metalworking.
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15 Lesons
3 hours 39 minutes
On-Demand
Free-Video