Give Thanks
- I would like to express my sincere thanks to Markus for his immense help in preparing of figures.
- I am very grateful to Microsoft Research for providing a highly stimulating research environment and for giving me the time to write the book.
- I would like to thank John for his support and professionalism, as well as Joseph for his help in designing the cover.
- I wish to thank Oxford University Press for permission to reproduce excerpts from an earlier textbook.
- The five authors would like to hold a few people in thanks for their significant contributions to this project.
- The React community has been instrumental in helping us achieve this balance, with special thanks to ... from React team.
Express However
- Nevertheless, the emphasis in this book is on converting the underlying concepts rather than on the mathematical rigor.
Express Indicate
- The use of indefinite article some signals that ...
- The absence of any article modifying the noun wood means that ...
Experience
- In practical applications, the variability of the input vectors will be such that the training data can comprise only a tiny fraction of all possible input vectors, and so generalization is a central goal in pattern recognition.
- Care must be taken during pre-processing because often information is discarded, and if the information is important to the solution of the problem then the overall accuracy of the system can suffer.
- A clear understanding of them is essential if machine learning techniques are to be used to best effect in practical applications.
- This noise might arise from intrinsically stochastic processes such radioactive decay but more typically is due to there being sources of variability that are themselves unobserved.
- One technique that is often used to control the over-fitting phenomenon in such cases is that of regularization.
- It deals in depth with selected grammar topics pose special problems for nonnative speakers.
- We see that in effect the lambda controls the effective complexity of the model and hence determines the degree of over-fitting. The issue of model complexity is an important one and will be discussed at length in Section 1.3.
- Exploring combinations of setting for such parameters, in the worst case, requires a number of training runs that is exponential in the number of parameters.
- With the advent of ..., more emphasis is explicitly placed on sb to do sth.
- Meta-learning has a long history, but has grown to prominence recently as many have advocated for it as a key to achieving human-level intelligence in the future.
Express Sympathy
- The taxi driver was pronounced dead at the scene. "We're very saddened with the passing of the driver. And we extend our condolence to his family."
Work Place
- Studies led by the experimental psychologist Celia Heyes and here team while they were based at University College London have shown that ...
Responsibility
- The idea that human beings generally know what they are doing, and therefore can be held responsible for what they have done.
Idea
- This thought has long occupied psychiatrists ...
In Order To
- To mitigate the xxx problem, ...
- xxx to eliminate xxx
- xxx to alleviate xxx
- xxx to elaborate xxx
Compare
- In contrast to xxx,
- Contrary to xxx
Evolution
- xxx advances the frontier of xxx
Others
- Without the loss of generality ...
- Something has planted deep roots in xxx soil
- Greek philosophers didn't seem to care about how we felt compared with how we acted
- Positive feelings like to hang around virtuous actions.
- Books on how optimism can be learned make millionaires out of their authors.
- We try to work around some shortcomings like ...by ...
- The current success of deep learning hinges on the ability to ...
- Previous work does suggest one potential strategy for attaining rapid learning from sparse data.
- ... can be viewed in term of ...
- the baseline was clearly outperformed by ...
- Our brains rely on predictive mechanisms that align our experience with our expectations. While such alignments are often useful, they can cause our experiences to depart from objective reality - reducing the clear-cut insight that supposedly ...
- It doesn't fit into the 'natural is good' narrative.
- By doing so, ...
- To sum up, ...
- we would certainly view the positive test with more alarm in a patient with a family history of the disease than in one with no such history.
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