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Python Basic Bugs Fixing

Python Basic Bugs Fixing

I have been accumulating some methods to debug programme written by python. Hope it also works for you. Please note that your file paths and file names are likely not the same as mine, you should chan

2021-06-19
Python
bugs debug python
Python pip install的几个国内镜像源的设置

Python pip install的几个国内镜像源的设置

这些镜像源有好几个,包括清华、阿里、腾讯、豆瓣等,选择一个使用即可。小虎本人发现这些源站有时效性,比如写博客的这个时段,老是发生中断。

2021-06-19
Python
python 镜像 pip install
Hyperparameters Tuning and Batch Normalization - Class review

Hyperparameters Tuning and Batch Normalization - Class review

Once you have constructed your learning system, you have to tune its hyperparameters. The number of set of parameters means how many models you should train.

2021-06-18
Machine learning Deep learning
class review hyperparameters tuning
Optimization algorithms for learning systems - Class review

Optimization algorithms for learning systems - Class review

After you implement your first simple learning model, you can try to enhance its performance by following optimization algorithms.

2021-06-17
Machine learning Deep learning
class review mini-batch gradient exponentially weighted averages momentum RMSprop Adam learning rate decay
Weight Initialization Methods - Class review

Weight Initialization Methods - Class review

A well chose initialization of filter weights can speed up your learning systems. I want to make a summary of some advanced weight initialization methods in this blog.

2021-06-15
Machine learning Deep learning
class review random initialization Xavier initialization He initialization
From an Outlier to an Outsider - A Beautiful Mind Book Review

From an Outlier to an Outsider - A Beautiful Mind Book Review

I am always ignored by the majority of people around me. From their perspective, I am an outlier, and can be removed at any time. In my opinion, I am an outsider, because I didn’t even join in their g

2021-06-15
Book Review Lifetalk
philosophy book review outsider
Summary for Machine Learning Hosted by Andrew

Summary for Machine Learning Hosted by Andrew

Time flies, I spent almost a month finishing Andrews' courses, Machine Learning. When he said," And I wanted to say," Thank you very much for having been a student in this class." I feel a little sad,

2021-06-13
Machine learning Deep learning
学习笔记 class review summary Andrew machine learning
Photo Optical Recognition/OCR - Class Review

Photo Optical Recognition/OCR - Class Review

Photo OCR is widely used in character classification. Meanwhile, ceiling analysis is also a practical method to help you know how to launch your effort.

2021-06-13
Machine learning
学习笔记 class review machine learning photo RCR
Large Scale Machine Learning - Class Review

Large Scale Machine Learning - Class Review

When your input data has a large scale, then probably, you are supposed to think about how to speed up gradient descent processes of your learning systems.

2021-06-13
Machine learning
学习笔记 class review machine learning stochastic gradient batch gradient min-batch gradient
Recommender Systems - Class Review

Recommender Systems - Class Review

Recommender systems are powerful tools to effectively predict people's taste. Thus, it has huge business value for advertisers.

2021-06-12
Machine learning
学习笔记 class review machine learning recommender systems
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