What are the limitations and challenges of deep learning models?
What are the main criticism and limitations of deep learning?
Is the current hype about Deep Learning justified? Is the current hype on Deep Learning justified? What are the open research areas in Deep Learning? Has there been any work on using deep learning for recommendation engines? Are artificial neural networks the only way to establish deep learning? Pedro Domingos: What are the open research areas in reinforcement and deep learning? Is Unsupervised pre-training and Greedy layer-wise pre-training methods considered obsolete for modern Deep Learning? How can I use Deep Learning in selecting features, and not training/predicting the data? Kevin Murphy: How can a student do research in Deep learning without large computational resources? Why are unsupervised methods or reconstruction methods such as autoencoders, better than supervised methods such as logistic regression for pre-training (greedy) deep learning layers? What are some of deep learning models that can learn to differentiate between reliable and noisy training data? How important is interpretability for a model in Machine Learning, and how can Deep Learning models be made more interpretable? What are the best books about deep learning? What are your thoughts on AI and the recent deep learning trend? What do you think about the links between statistical physics and deep learning? What are the hot topics of Deep Learning in 2016? Can Dropout be used to avoid overfitting a deep learning model with very small training data? Why are GPUs well-suited to deep learning? Who is the best deep learning teacher? For what use cases do you think deep learning and neural networks overkill and simpler models work better in practice? What are some positive uses for the Dark/ Deep Web? What are the hot topics in Deep Learning in 2015? In deep Q learning, how we update the weight in neural network? What is unique about Tensorflow from the other existing Deep Learning Libraries? What applications of machine learning are underexplored? What are some of the best books about deep learning for a beginner? What is word embedding in deep learning? How is deep learning used in recommender systems these days? Why is the Lin and Tegmark paper "Why does deep and cheap learning work so well?" important? What's the difference between the terms "machine learning", "deep learning" and "AI"? Why are deep neural networks so bad with sparse data?