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Category Archives: Python

NLP 02: A Trigram Hidden Markov Model (Python)

After HMMs, let’s work on a Trigram HMM directly on texts.First will introduce the model, then pieces of code for practicing. But not going to give a full solution as the course is still going every year, find out more in references.

Posted byIreneApril 30, 2016January 9, 2017Posted inMachine Learning, Natural Language Processing, Python2 Comments on NLP 02: A Trigram Hidden Markov Model (Python)

PGM 02: Lots of Markov Family members: MC, PMN, CRF…

Markov Chain Markov Process is a kind of random process. The main idea is given the current state of the system, its future state does not depend on its past states.

Posted byIreneApril 14, 2016May 21, 2016Posted inInference Models, Python, StatiticsLeave a comment on PGM 02: Lots of Markov Family members: MC, PMN, CRF…

Deep Learning 08: Small Tricks(1)

I was optimizing my code for the ConvNet these days. Not all the methods are doing good, because I do not have very strong knowledge on the hyper-parameters. Anyway, just write something I’ve learnt here.

Posted byIreneMarch 17, 2016May 21, 2016Posted inDeep Learning, PythonLeave a comment on Deep Learning 08: Small Tricks(1)

TensorFlow 04 : Implement a LeNet-5-like NN to classify notMNIST Images

The blog is a solution of Udacity DL Assignment 4, using a CNN to classify notMNIST images. Visit here to get a full version of my codes.

Posted byIreneMarch 13, 2016January 9, 2017Posted inAlgorithm, Deep Learning, Python5 Comments on TensorFlow 04 : Implement a LeNet-5-like NN to classify notMNIST Images

TensorFlow 03: MNIST and CNN

Tutorial please find here. https://www.tensorflow.org/versions/0.6.0/tutorials/mnist/pros/index.html

Posted byIreneFebruary 4, 2016May 21, 2016Posted inDeep Learning, Python1 Comment on TensorFlow 03: MNIST and CNN

TensorFlow 02: Play with MNIST and Google DL Udacity Lectures

Something to say:

Posted byIreneJanuary 29, 2016May 21, 2016Posted inDeep Learning, Python1 Comment on TensorFlow 02: Play with MNIST and Google DL Udacity Lectures

Python 03: find out intersection of two guest lists

Problem Two guest list from Meetup: DL and ML. Who is going to both meetups?

Posted byIreneJanuary 26, 2016May 21, 2016Posted inPythonLeave a comment on Python 03: find out intersection of two guest lists

TensorFlow 01: multiple versions of numpy

Started to write another paper, also I am reading the DL Textbook, but still have time to try new things….the TensorFlow. Everything is in the website, but you are not along cuz errors are always be with you 😀

Posted byIreneJanuary 21, 2016May 21, 2016Posted inDeep Learning, PythonTags:FrameworksLeave a comment on TensorFlow 01: multiple versions of numpy

Python 02: interacts with Internet

About Protocols Transport Control Protocol..Works on the transport layer. TCP port numbers…

Posted byIreneNovember 25, 2015May 21, 2016Posted inPythonLeave a comment on Python 02: interacts with Internet

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