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| Name | What nobody tells you about MULTIMODAL Machine Learning! π THE definition. |
| Video Uploader | Video From AI Coffee Break with Letitia |
| Upload Date | This Video Uploaded At 03-09-2020 11:11:44 |
| Video Discription | Multimodality β a definition. π Parcalabescu et al. "What is Multimodality?" (2021): https://arxiv.org/abs/2103.06304 What is MULTIMODAL Machine Learning? Are text and images the same modality? What about text and an image of that text? In this video, we will answer these questions, by giving a new definition of multimodality. β‘οΈ AI Coffee Break Merch! ποΈ https://aicoffeebreak.creator-spring.com/ ββββββββββββββββββββββββββ π₯ Optionally, pay us a coffee to boost our Coffee Bean production! β Patreon: https://www.patreon.com/AICoffeeBreak Ko-fi: https://ko-fi.com/aicoffeebreak ββββββββββββββββββββββββββ Outline: * 00:00 Thoughts * 00:42 ELI5 Multimodality * 03:02 Others on multimodality * 06:31 Our definition * 08:01 Definitions applied Papers: π BaltruΕ‘aitis, Tadas, Chaitanya Ahuja, and Louis-Philippe Morency. "Multimodal machine learning: A survey and taxonomy." IEEE transactions on pattern analysis and machine intelligence 41, no. 2 (2018): 423-443. https://arxiv.org/pdf/1705.09406.pdf π Guo, Wenzhong, Jianwen Wang, and Shiping Wang. "Deep multimodal representation learning: A survey." IEEE Access 7 (2019): 63373-63394. https://ieeexplore.ieee.org/document/8715409 π Zhang, Chao, Zichao Yang, Xiaodong He, and Li Deng. "Multimodal intelligence: Representation learning, information fusion, and applications." IEEE Journal of Selected Topics in Signal Processing (2020). https://arxiv.org/pdf/1911.03977.pdf π Links: YouTube: https://www.youtube.com/AICoffeeBreak Twitter: https://twitter.com/AICoffeeBreak Reddit: https://www.reddit.com/r/AICoffeeBreak/ #AICoffeeBreak #MsCoffeeBean #multimodal #multimodality #MachineLearning #AI #research #ComputerVision #NLP Video and thumbnail contain emojis designed by OpenMoji β the open-source emoji and icon project. License: CC BY-SA 4.0 [jReaoJWdO78] |
| Category | Education |
| Tags | AI | CV | Computer Vision | NLP | VQA | Visual Dialog | animated | animation | artificial intelligence | basics | beginner | big data | combining two modalities | comprehensible | computer science | deep learning | definition | easy | example | explained | for beginners | image captioning | learning | machine learning | multi-modal machine learning | multimodal | multimodality | neural networks | research | short | simply | speech-to-text | survey | text-to-speech |
