Making Python Programs Blazingly Fast

Let’s look at the performance of our Python programs and see how to make them up to 30% faster!

ReactJS Python Flask on Heroku

Making a Framework for API Development and Deployment

AI Democratization in the Era of GPT-3

What does Microsoft getting an "exclusive license" to GPT-3 mean for the future of AI democratization?

Vectorizing code matters

I come from the world of MATLAB and numerical computing, where for loops are shorn and vectors are king. During my PhD at UVM, Professor…

Pytest for Data Scientists

A Comprehensive Guide to Pytest for your Data Science Projects

A Gentle Introduction to Information Entropy - MachineLearningMastery.com

Information theory is a subfield of mathematics concerned with transmitting data across a noisy channel. A cornerstone of information theory is the idea of quantifying how much information there is in a message. More generally, this can be used to quantify the information in an…

How to Calculate the KL Divergence for Machine Learning - MachineLearningMastery.com

It is often desirable to quantify the difference between probability distributions for a given random variable. This occurs frequently in machine learning, when we may be interested in calculating the difference between an actual and observed probability distribution. This can…

Kullback–Leibler divergence

In mathematical statistics, the Kullback–Leibler (KL) divergence (also called relative entropy and I-divergence[1]), denoted D KL ( P ∥ Q ) {\displaystyle D_{\text{KL}}(P\parallel Q)} , is a type of statistical distance: a measure of how one reference probability…

Wendy's - Soviet Fashion Show (1985, USA) - YouTube

Rumor has is this ad was banned for being offensive. However, this was not the only spot to poke fun at Soviet Russia at the time. Directed by Joe Sedelmaier.

How to properly manage SSH keys for server access

This article was on the hacker news frontpage. You can find the related discussion here. Every developer needs access to some servers for example to check the application logs. Usually, this is done using public-private key encryption where each developer generates their own…

Verification Of Multi-Cycle Paths And False Paths

Single-clock design is not always as easy as it seems.

Latent Dirichlet Allocation: Intuition, math, implementation and visualisat

A tour of one of the most popular topic modelling techniques and a guide to implementing and visualising it using pyLDAvis

XGBoost, LightGBM, and Other Kaggle Competition Favorites

An Intuitive Explanation and Exploration

Reinforcement Learning frameworks

Proximal Policy Optimization using RLlib-Ray

An Intuitive Guide to LSTMs

by creating them from scratch

10 Hyperparameter optimization frameworks.

Tune your Machine Learning models with open-source optimization libraries

14 Tools to Sell on Facebook and Instagram

Shopping on Facebook and Instagram is finally here. With the recent launches of Shops on both apps and Live Shopping, Facebook is facilitating easier commerce across its platform. Here is a list of tools to help you sell on Facebook and Instagram.

Six Python Tips for Geospatial Data Science

How to easily and effectively incorporate spatial features in Python using Geopandas

Geospatial Indexing with Quadkeys

Squaring the Earth

Part 7: Fast Pattern Searching with STUMPY

Finding Similar Subsequences for Known Patterns

Manage Files and Database Connections in Python Like a Pro

How to manage external resources in Python with your custom context managers

C the Good Parts

Jordan DeLong overviews the past, current and near future "good parts" of C++'s functional side through the colored lens of his biases.

Understanding C/C Build system by building a simple project - Part 1

C/C++ is the mother of many popular programming languages out there today, all the fancy programming...

A Business Practical Guide on Churn Analysis

The right way of being practical, theoretical and technical when analyzing churn

Understanding Transformers, the Data Science Way

Read this accessible and conversational article about understanding transformers, the data science way — by asking a lot of questions that is.

Autoencoders: Overview of Research and Applications

Which kinds of autoencoders exist and what are their applications?

Kubeflow is More Accessible than Ever, with MiniKF

Get started with the best Machine Learning platform for Kubernetes in 10 minutes.

Anomaly Detection using Benford’s Law

Locating fraudulent transactions with simple theory.

Pandas on the Cloud with Dask

Scaling your Pythonic data science and machine learning to the cloud using Dask. All from the comfort of your own laptop.

A Complete Guide to CSS Media Queries

CSS Media queries are a way to target browser by certain characteristics, features, and user preferences, then apply styles based on those things.

3 Natural Language Processing Tools From AWS to Python

Photo by Eric Krull on Unsplash. Parsing and processing documents can provide a lot of value for alm...

Choropleth Maps — 101 using Plotly

I have been working as a Data Analyst for almost 5 years now but, in this time I have mostly used business intelligence software for all…

What are Differential Equations and how do they work?

Science News, Physics, Science, Philosophy, Philosophy of Science

Nicholas Spice · How to play the piano

Lagrange Multiplier Demystified

Understanding why it works

Your Brain Chooses What to Let You See

Beneath our awareness, the brain lets certain kinds of stimuli automatically capture our attention by lowering the priority of the rest.

Advanced Ensemble Learning Techniques

Ensemble is an art and science

Machine learning for anomaly detection: Elliptic Envelope

Bite-sized data science

Master TypeScript In 50 Short Lessons — Smashing Magazine

Meet our new book, “TypeScript in 50 Lessons”, a deep-dive to understand what TypeScript is, how it works, and how you can make it work for you. With code walkthroughs, hands-on examples and common gotchas. 464 pages. Jump to table of contents and get the book right away.

An AI can simulate an economy millions of times to create fairer tax policy

Deep reinforcement learning has trained AIs to beat humans at complex games like Go and StarCraft. Could it also do a better job at running the economy?

How to peek inside a black box model — Understand Partial Dependence Plots

In this post, we will be learning a tool to reveal the working mechanism of a black box model. But before we start, let talk about…

To Succeed in a Negotiation, Help Your Counterpart Save Face

Three very different case studies — involving hostages in Afghanistan, a suicidal man in Calgary, and a tug-of-war between Brazilian and French businessmen — point to the importance of face, or reputation, in negotiations. To help you and your negotiating partners succeed, it is…

The Hundred-Page Machine Learning Book by Andriy Burkov

This is companion wiki of The Hundred-Page Machine Learning Book by Andriy Burkov. The book that aims at teaching machine learning in a concise yet systematic manner.

Why Does No One Use Advanced Hyperparameter Tuning? | by Liam Li | Oct, 202

Takeaways from our experience building state-of-the-art hyperparameter tuning in Determined AI’s integrated deep learning training…

Tutorial: Uncertainty estimation with CatBoost

Understanding why your model is uncertain and how to estimate the level of uncertainty

Speeding up Rails with Memoization - Honeybadger Developer Blog

Whoever first said that "the fastest code is no code" must have really liked memoization. After all, memoization speeds up your application by running less code. In this article, Jonathan Miles introduces us to memoiz...

Elegant Geographic plots in Python and R using GeoPandas and Leaflet | by K

How to use GeoPandas and Leaflet?

Python 3.9 New Features & How to Use Them

Python 3.9 New Feature Guide

Add External Data to Your Pandas Dataframe with a One-Liner

Inside the strange new world of being a deepfake actor | MIT Technology Rev

There’s an art to being a performer whose face will never be seen.