Notebooks 💻 for Lecture 6 on Graph-based Visualization github.com/xbresson/GML20… Lab1: PCA Lab2: Robust PCA Lab3: LLE Lab4: Laplacian eigenmaps Lab5: TSNE Lab6: UMAP Lab7: Visualization with deep learning

The Kruskal-Wallis test is a non-parametric method used to determine if there are statistically significant differences in the distributions of three or more independent groups based on ranks. Unlike ANOVA, it does not assume a normal distribution, making it versatile for

There's clear skies over most of Kenya in September, making for great views of distant mountains. From the elevated highlands of South Nyandarua at 'Flyover', one can view both Nyandarua range (Aberdares) and Mt. Kenya (spot it? 👀) Share your distant sightings of Mt. Kenya 👇🏽

Are all microbes electroactive? sciencedirect.com/science/articl…

#AcademicTwitter Love sharing this once a year! What's changed apart from the name?😂#phdlife #phdvoice

If you needed to quickly add 1+2+3+4+5+6+7+8+9 in your head how would you do it? No calculators. Just curious how others think about things.

How to explain the math in a simple way

How to analyze your data faster with R:

Every investor should learn how to build a portfolio that helps them achieve their financial goals. Having a solid financial plan helps you decide what to invest in and why. Here are 7 Key factors that you should follow when building your investments portfolio.

While Principal Component Analysis (PCA) is a powerful tool for simplifying complex data, it's important to recognize its limitations. Awareness of these boundaries can help us use PCA more effectively and avoid potential pitfalls. Here's what to keep in mind: Sensitivity to

Did you know that SPSS allows you to do data validation (check that variables meet predefined conditions - e.g., min and max values, types, etc.)? I always do these kinds of checks in R but I'm excited to see this in SPSS for the non-R users out there! youtube.com/watch?v=DmS63i…

Top 10 tools for writing research papers. Any other tool you'd like to add? Follow me for more insightful content : Muhammad Muneeb #research #tools #phd

The ggplot2 package has become so popular over the years that there are now over 100 extension packages specifically designed to enhance ggplot2 visualizations. These extensions make the ggplot2 syntax even more efficient and help create stunning graphs with ease. In the

Basic boxplots are often not the best way to visualize your data! They can hide important information, such as the distribution of individual data points or group-specific differences. However, with a few enhancements, boxplots can become powerful tools for uncovering insights

At first glance, bar charts might seem like a simple visualization type. But with a little creativity, they can be enhanced in countless ways to reveal deeper insights and make your data shine. From summarizing counts to comparing proportions, bar charts are a powerful and

Me, a wet lab scientist, reading bioinformatics sections of papers

How to choose a right graph for Data visualization.

RECORDS KEEPING AND TAX COMPLIANCE IN KENYA Key Legal Provisions: • Tax Procedures Act, 2015 – Section 23 (Record keeping requirements). • Income Tax Act (Cap 470) – Section 54A (Maintenance of records for tax purposes). • Value Added Tax (VAT) Act, 2013 – Section 45

Who Bears the Responsibility for PAYE? Section 37(1) ITA Have you received a tax notice from KRA showing unpaid PAYE—but your P9 clearly shows deductions were made and you filed your returns right ? You might be facing a ledger reconciliation issue caused by employer

Cullen Ndungu