๐Ÿค— Hugging Cast v3 - How to deploy Falcon + AI News and Demos

HuggingFace ยท Intermediate ยท๐Ÿ“ฐ AI News & Updates ยท2y ago
HuggingCast is a new live show where we talk about the latest news in the beautiful world of open source AI, and run through practical demos you can apply in your work! In this second episode, we talked about: ๐ŸŒŽ Open source AI updates: new Audio Course, AI Game Jam, Clem goes to DC, latest open source LLMs ๐ŸŽ‰ Product updates: Enterprise Hub, Inference Endpoints autoscale to 0, and Spaces persistent storage. ๐Ÿค Ecosystem update: Welcoming AMD to our hardware partners! ๐ŸŽฎ Live demo - how to deploy Falcon 40B in HF Inference Endpoints and Amazon SageMaker See you for the next one!
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1 The Future of Natural Language Processing
The Future of Natural Language Processing
HuggingFace
2 Trends in Model Size & Computational Efficiency in NLP
Trends in Model Size & Computational Efficiency in NLP
HuggingFace
3 Increasing Data Usage in Natural Language Processing
Increasing Data Usage in Natural Language Processing
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4 In Domain & Out of Domain Generalization in the Future of NLP
In Domain & Out of Domain Generalization in the Future of NLP
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5 The Limits of NLU & the Rise of NLG in the Future of NLP
The Limits of NLU & the Rise of NLG in the Future of NLP
HuggingFace
6 The Lack of Robustness in the Future of NLP
The Lack of Robustness in the Future of NLP
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7 Inductive Bias, Common Sense, Continual Learning in The Future of NLP
Inductive Bias, Common Sense, Continual Learning in The Future of NLP
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8 Train a Hugging Face Transformers Model with Amazon SageMaker
Train a Hugging Face Transformers Model with Amazon SageMaker
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9 What is Transfer Learning?
What is Transfer Learning?
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10 The pipeline function
The pipeline function
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11 Navigating the Model Hub
Navigating the Model Hub
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12 Transformer models: Decoders
Transformer models: Decoders
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13 The Transformer architecture
The Transformer architecture
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14 Transformer models: Encoder-Decoders
Transformer models: Encoder-Decoders
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15 Transformer models: Encoders
Transformer models: Encoders
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16 Keras introduction
Keras introduction
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17 The push to hub API
The push to hub API
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18 Fine-tuning with TensorFlow
Fine-tuning with TensorFlow
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19 Learning rate scheduling with TensorFlow
Learning rate scheduling with TensorFlow
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20 TensorFlow Predictions and metrics
TensorFlow Predictions and metrics
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21 Welcome to the Hugging Face course
Welcome to the Hugging Face course
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22 The tokenization pipeline
The tokenization pipeline
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23 Supercharge your PyTorch training loop with Accelerate
Supercharge your PyTorch training loop with Accelerate
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24 The Trainer API
The Trainer API
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25 Batching inputs together (PyTorch)
Batching inputs together (PyTorch)
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26 Batching inputs together (TensorFlow)
Batching inputs together (TensorFlow)
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27 Hugging Face Datasets overview (Pytorch)
Hugging Face Datasets overview (Pytorch)
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28 Hugging Face Datasets overview (Tensorflow)
Hugging Face Datasets overview (Tensorflow)
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29 What is dynamic padding?
What is dynamic padding?
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30 What happens inside the pipeline function? (PyTorch)
What happens inside the pipeline function? (PyTorch)
HuggingFace
31 What happens inside the pipeline function? (TensorFlow)
What happens inside the pipeline function? (TensorFlow)
HuggingFace
32 Instantiate a Transformers model (PyTorch)
Instantiate a Transformers model (PyTorch)
HuggingFace
33 Instantiate a Transformers model (TensorFlow)
Instantiate a Transformers model (TensorFlow)
HuggingFace
34 Preprocessing sentence pairs (PyTorch)
Preprocessing sentence pairs (PyTorch)
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35 Preprocessing sentence pairs (TensorFlow)
Preprocessing sentence pairs (TensorFlow)
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36 Write your training loop in PyTorch
Write your training loop in PyTorch
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37 Managing a repo on the Model Hub
Managing a repo on the Model Hub
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38 Chapter 1 Live Session with Sylvain
Chapter 1 Live Session with Sylvain
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39 Chapter 2 Live Session with Lewis
Chapter 2 Live Session with Lewis
HuggingFace
40 The push to hub API
The push to hub API
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41 Chapter 2 Live Session with Sylvain
Chapter 2 Live Session with Sylvain
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42 Chapter 3 live sessions with Lewis (PyTorch)
Chapter 3 live sessions with Lewis (PyTorch)
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43 Day 1 Talks: JAX, Flax & Transformers ๐Ÿค—
Day 1 Talks: JAX, Flax & Transformers ๐Ÿค—
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44 Day 2 Talks: JAX, Flax & Transformers ๐Ÿค—
Day 2 Talks: JAX, Flax & Transformers ๐Ÿค—
HuggingFace
45 Day 3 Talks JAX, Flax, Transformers ๐Ÿค—
Day 3 Talks JAX, Flax, Transformers ๐Ÿค—
HuggingFace
46 Chapter 4 live sessions with Omar
Chapter 4 live sessions with Omar
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47 Deploy a Hugging Face Transformers Model from S3 to Amazon SageMaker
Deploy a Hugging Face Transformers Model from S3 to Amazon SageMaker
HuggingFace
48 Deploy a Hugging Face Transformers Model from the Model Hub to Amazon SageMaker
Deploy a Hugging Face Transformers Model from the Model Hub to Amazon SageMaker
HuggingFace
49 Run a Batch Transform Job using Hugging Face Transformers and Amazon SageMaker
Run a Batch Transform Job using Hugging Face Transformers and Amazon SageMaker
HuggingFace
50 [Webinar] How to add machine learning capabilities with just a few lines of code
[Webinar] How to add machine learning capabilities with just a few lines of code
HuggingFace
51 Hugging Face + Zapier Demo Video
Hugging Face + Zapier Demo Video
HuggingFace
52 Hugging Face + Google Sheets Demo
Hugging Face + Google Sheets Demo
HuggingFace
53 Hugging Face Infinity Launch - 09/28
Hugging Face Infinity Launch - 09/28
HuggingFace
54 Build and Deploy a Machine Learning App in 2 Minutes
Build and Deploy a Machine Learning App in 2 Minutes
HuggingFace
55 Hugging Face Infinity - GPU Walkthrough
Hugging Face Infinity - GPU Walkthrough
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56 Otto - ๐Ÿค— Infinity Case Study
Otto - ๐Ÿค— Infinity Case Study
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57 Workshop: Getting started with Amazon Sagemaker Train a Hugging Face Transformers and deploy it
Workshop: Getting started with Amazon Sagemaker Train a Hugging Face Transformers and deploy it
HuggingFace
58 Workshop: Going Production: Deploying, Scaling & Monitoring Hugging Face Transformer models
Workshop: Going Production: Deploying, Scaling & Monitoring Hugging Face Transformer models
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59 ๐Ÿค— Tasks: Causal Language Modeling
๐Ÿค— Tasks: Causal Language Modeling
HuggingFace
60 ๐Ÿค— Tasks: Masked Language Modeling
๐Ÿค— Tasks: Masked Language Modeling
HuggingFace

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