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Aug 22, 2024 | 
biorxiv.org | Ray Chang |Manu Prakash
AbstractMany single-celled organisms and specialized cell types can surprisingly achieve speed and acceleration significantly faster than multicellular counterparts. These remarkable cellular machines must integrate energy storage and amplification in actuation, latches for triggered release, and energy dissipation without failure - all implemented in macro-molecular assemblies inside a single cell.
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Jul 5, 2024 | 
medium.com | Manu Prakash
ou know that linear regression is a popular technique and you might as well seen the mathematical equation of linear regression. But do you know how to implement a linear regression in Python?? If so don't read this post because this post is all about implementing linear regression in Python. There are several ways in which you can do that, you can do linear regression using numpy, scipy, stats model and sckit learn. But in this post I am going to use scikit learn to perform linear regression.
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Jul 5, 2024 | 
medium.com | Manu Prakash
So you have decided to learn Python, but you don't have prior programming experience. So you are confused on where to start, and how much Python to learn. These are some of the common questions a beginner has while getting started with Python(for data centric application).
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Jul 5, 2024 | 
medium.com | Manu Prakash
R is considered as the de facto programming language for statistical analysis right? But In this post, I will show you how to easily implement statistical concepts using Python. I will implement discrete and continuous probability distributions using Python. I won't get into the mathematical details of these distributions, but I will mention some of the best resources to learn the math concepts involved in these methods.
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Jul 5, 2024 | 
medium.com | Manu Prakash
an you guess a simple way you can get data from a web page? It's through a technique called web scraping.
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Jul 5, 2024 | 
medium.com | Manu Prakash
We'd like to hear your story of how you got into data science. What motivated you to work in data science? As a professional research astronomer, I have always worked with data. For nearly 20 years, I worked with a lot of data in my day jobs: I worked on large scientific data systems with NASA, which included work on the Hubble Space Telescope and the National Space Science Data Center.
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Jul 5, 2024 | 
medium.com | Manu Prakash
Have you decided to learn Python as your programming language? Then you should definitely know the different types of Python libraries to perform data analysis. In this article, we will see five amazingly powerful Python libraries for Data Science and best online tutorials to learn them. Let's get started!It is the foundation on which all higher level tools for scientific Python are built.
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Jul 5, 2024 | 
medium.com | Manu Prakash
A few years ago, The Harvard Business Review hailed the role of data scientist " The sexiest job of the 21st century". But do you know what it means to be a data scientist? Well, let's first look into some of the most famous quotes by experts on data science and data scientists. Data scientists "tend to be "hard scientists", particularly physicists, rather than computer science majors.
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Jul 5, 2024 | 
medium.com | Manu Prakash
It's hard not to be fascinated by machine learning. It is overwhelmingly powerful. As former Microsoft CEO Steve Ballmer says, it is going to be the next era of computer science. There is a lot of excitement and buzz around machine learning. So, I thought of sharing seven simple machine learning concepts. So let's get started. 1) Ensemble Methods Ensemble methods are really cool. A single decision tree does not perform well; But, it is super-fast.
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Nov 14, 2023 | 
biorxiv.org | Adam Larson |Hongquan Li |Manu Prakash |Rahul Chajwa
AbstractThe daily vertical migrations of plankton play a crucial role in shaping marine ecosystems and influencing global biogeochemical cycles. They also form the foundation of the largest daily biomass movement on Earth. Surprisingly, amongst this diverse group of organisms, some single cell protists transit these depths exceeding 50 meters without employing flagella or cilia, and the underlying mechanisms remain poorly understood.
