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update reference
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Beikewzh committed Nov 8, 2024
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2 changes: 1 addition & 1 deletion _services/Avalanche.md
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[Avalanche](https://avalanche.continualai.org) is an open-source, end-to-end continual learning library developed by ContinualAI to accelerate research and development in continual learning. Built on PyTorch, Avalanche provides a **comprehensive framework** for prototyping, training, and evaluating continual learning algorithms, making it easier for researchers and practitioners to advance their work in the field.

![Avalanche Logo](/images/avalanche/image.avif)
![Avalanche Logo]({{site.baseurl}}/images/avalanche/image.avif)

For an in-depth overview of Avalanche, check out the official [research paper](https://arxiv.org/pdf/2104.00405).

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4 changes: 2 additions & 2 deletions _services/Course.md
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### 1. Continual Learning: On Machines that can Learn Continually

![Continual Learning Course](/images/course/continual_learning_course_logo.png)
![Continual Learning Course]({{site.baseurl}}/images/course/continual_learning_course_logo.png)

Offered by ContinualAI in collaboration with the University of Pisa and the AIDA Doctoral Academy, this open-access course provides a structured introduction to continual learning, with an emphasis on recent advancements in deep learning. The curriculum includes:

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### 2. Open World Lifelong Learning Course – Summer 2022

![Open World Lifelong Learning Course](/images/course/OWLifelong_Learning_Course.webp)
![Open World Lifelong Learning Course]({{site.baseurl}}/images/course/OWLifelong_Learning_Course.webp)

Conducted at TU Darmstadt and powered by ContinualAI and hessian.AI, this course explores continual learning beyond static datasets, covering modern approaches to lifelong learning. Key topics include:

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