How does linear regression relate to logistic regression and Support Vector Machine? — Table of contents · So, how does machine learning work? · Linear Models ∘ Linear regression ∘ Ridge ∘ Lasso ∘ Elastic-Net · Logistic Regression · Support Vector Machine (SVM) ∘ Classification ∘ Regression ∘ Kernel functions · A note on preprocessing · Conclusion Machine learning modeling is a data…

And how to match LaTeX syntax using recursive regex — Table of Contents · Preprocessing · Split Dataset · Modeling ∘ Random Prediction ∘ Rule-based Prediction ∘ Machine Learning ∘ Stacking Models · Wrapping Up In this story, you will do baseline modeling for a dataset as a multilabel classification task. Throughout the way, you will learn how to: Preprocess…

Label your data programmatically! — Table of Contents: · Exploratory Data Analysis · Keyword Labeling Functions · Heuristic Labeling Functions · Labeling Functions with spaCy · Combining Labeling Function Outputs · Training a Classifier · Wrapping Up There was a radical idea to entirely eliminate hand-labeling any training data in machine learning projects. It birthed…

A smarter way of human labeling with doccano and modAL — Table of Contents · Human Labeling · Active Learning ∘ Performance with all observations ∘ Performance with active learning · Wrapping Up Okay, let’s talk about the one thing which doesn’t gain that much traction in the data science realm: labeling your data. It’s a painful process, and that may…

Utilizing Streamlit secret and session state to fully interact with your users — Table of Contents Motivation 🔥 Step 1: Firestore Basics ∘ What is Firestore? ∘ Setting-up Firestore ∘ Generate Private Key 👑 Step 2: Upgrade Your Streamlit Functionality ∘ Resketch! ∘ Database Structure 👨‍💻 Step 3: Backend Code ∘ Install Libraries ∘ Build the Footer ∘ Session State 🔗 Step 4…

And its implementation for solving a nonlinear control theory problem — Table of Contents 🐦 An Inspiration from Nature ✍️ Problem Statement 💻 Building the PSO Algorithm 🧪 Testing the Algorithm by Running Once 📉 Analyzing Performance ∘ Case 1: N = 3 and scaling = 0.10 ∘ Case 2: N = 6 and scaling = 0.03 ∘ Case…

I don’t even write every day! Here’s my proof and secret recipe. — I took writing on Medium seriously since April 2021, and today marks my successful first-year celebration. I can’t believe what I’ve been through, going from $0.67 to $2,534.53 per month in a single year. This story will be broken down into two parts. The first half will explore my Medium…

From your first line of code, caching, to deploying into the wild — Streamlit is an open-source library that makes it easy to create and share beautiful, custom web apps for machine learning and data science. It is claimed to be the fastest way to do so. In just a few minutes you can build and deploy powerful data apps, all in Python…

No need to worry about getting stuck in local minima anymore — Table of Contents 🌎 What is Global Optimization? 🧾 Problem Statement 🔢 Encoding and Decoding Functions 🧬 Selection, Crossover, and Mutation ∘ Selection ∘ Crossover ∘ Mutation 👨‍💻 Genetic Algorithm 🧪 Experiment ∘ Experiment 1: m = 15 ∘ Experiment 2: m = 30 📌 Conclusion 🌎 What is Global Optimization? The “tree” of knowledge…