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![When Will COVID-19 End in Pakistan?](https://static.wixstatic.com/media/7a20b0_15a1eebb953641cba38280642469f11e~mv2.jpeg/v1/fill/w_514,h_386,fp_0.50_0.50,q_90,enc_auto/7a20b0_15a1eebb953641cba38280642469f11e~mv2.webp)
May 6, 20202 min read
When Will COVID-19 End in Pakistan?
[This Article is written on 6th May 2020, with data up to 5th May. Updates will be made as data becomes available ] In my last post, I...
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![Fate Of Covid-19 In Pakistan (The Truth vs Media Reports)](https://static.wixstatic.com/media/7a20b0_58ad08127caf4c84ba543725959f97f7~mv2.jpg/v1/fill/w_514,h_386,fp_0.50_0.50,q_90,enc_auto/7a20b0_58ad08127caf4c84ba543725959f97f7~mv2.webp)
May 3, 202010 min read
Fate Of Covid-19 In Pakistan (The Truth vs Media Reports)
[ This Article is written on 1st May 2020. Updates will be made as data becomes available ] Eugene Wigner, A Nobel Laureate in Physics...
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![Approaching Machine Learning: The ‘Easy’ Way](https://static.wixstatic.com/media/7a20b0_d3b11cec3b044aa989884a5bc52161e3~mv2.jpg/v1/fill/w_514,h_386,fp_0.50_0.50,q_90,enc_auto/7a20b0_d3b11cec3b044aa989884a5bc52161e3~mv2.webp)
Feb 6, 20183 min read
Approaching Machine Learning: The ‘Easy’ Way
Many students approach me to ask what is the ‘easy’ course in Machine Learning and Data Science and how can they easily understand...
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![Sample Size Estimation for Machine Learning Models Using Hoeffding’s Inequality](https://static.wixstatic.com/media/7a20b0_2a2d37515e9d4d10b53e60ea44c876b5~mv2.jpg/v1/fill/w_514,h_386,fp_0.50_0.50,q_90,enc_auto/7a20b0_2a2d37515e9d4d10b53e60ea44c876b5~mv2.webp)
Sep 8, 20172 min read
Sample Size Estimation for Machine Learning Models Using Hoeffding’s Inequality
Wassily Hoeffding (1914 -1991) was one of the founding fathers of non- parametric statistics (picture credit: http://stat-or.unc.edu)...
![Linear Algebra Routine II: Matrix Transpose in Python](https://static.wixstatic.com/media/7a20b0_6adf506f871e4e9b802de7ea454a5002~mv2.webp)
May 31, 20141 min read
Linear Algebra Routine II: Matrix Transpose in Python
Note that, during the operation number of rows and columns are swapped; T(x) – Takes a single argument as a matrix in the form of a list...
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![Inverse of Incomplete Beta Function: Computational Statistician’s Fantasy](https://static.wixstatic.com/media/7a20b0_11e63fc294ce49cfa695ccbb7e06fa25~mv2.jpg/v1/fill/w_443,h_345,fp_0.50_0.50,q_90,enc_auto/7a20b0_11e63fc294ce49cfa695ccbb7e06fa25~mv2.webp)
May 30, 20142 min read
Inverse of Incomplete Beta Function: Computational Statistician’s Fantasy
This function has remarkable practical implications. We will see the importance of it in my future posts when I develop a powerful,...
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May 28, 20148 min read
Writing Linear Algebra Routine I: Power of a Python List
An m×n matrix consists of m rows and n columns. Python lists can behave very much like matrices if one could properly index them. For...
![The Beautiful Beta Functions: In Raw Python!](https://static.wixstatic.com/media/7a20b0_0a070bc9c0be431f966576d824d03302~mv2.webp)
Apr 15, 20143 min read
The Beautiful Beta Functions: In Raw Python!
Plots of Complete Beta Functions For almost a week I have been trying very very hard to bend the computer to code for the incomplete Beta...
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![Python Code and Normal Distribution: Writing CDF from Scratch](https://static.wixstatic.com/media/7a20b0_818a6888c97f435ea53859de81b43630~mv2.jpg/v1/fill/w_325,h_214,fp_0.50_0.50,q_90,enc_auto/7a20b0_818a6888c97f435ea53859de81b43630~mv2.webp)
Apr 2, 20143 min read
Python Code and Normal Distribution: Writing CDF from Scratch
Normal Distribution CDF Normal Distribution is one of ‘the’ most applicable distribution in statistics. For some time I have been trying...
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![Advanced Correlation & Covariance Analysis II: Analyzing Large Datasets in Python](https://static.wixstatic.com/media/7a20b0_aa2c65716863407fac36324b190fdcca~mv2.jpg/v1/fill/w_514,h_386,fp_0.50_0.50,q_90,enc_auto/7a20b0_aa2c65716863407fac36324b190fdcca~mv2.webp)
Dec 15, 20138 min read
Advanced Correlation & Covariance Analysis II: Analyzing Large Datasets in Python
In my last post I demonstrated how to perform covariance and correlation analysis properly(i.e with all the glitz and glam of decision...
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Jul 26, 20133 min read
Bioinformatics with Python: FASTA Format Reader
picture credit: nmpdr.org FASTA file format is a text based file format of nucleotide or peptide sequences. It is widely used in...
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