Carrying out error analysis - Class review

With practical strategies to carry out error analysis, your can efficiently iterate your models.

2021-06-22

Deep learning Machine learning

class review error analysis human-level mislabelled

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

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

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

Deep learning Machine learning

class review hyperparameters tuning

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

Deep learning Machine learning

class review mini-batch gradient exponentially weighted averages momentum RMSprop Adam learning rate decay

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

Deep learning Machine learning

class review random initialization Xavier initialization He initialization

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

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

Deep learning Machine learning

class review 学习笔记 summary Andrew machine learning

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

class review 学习笔记 machine learning photo RCR

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

class review 学习笔记 machine learning stochastic gradient batch gradient min-batch gradient