Published inTowards Data Science·Jun 15Managing Deep Learning Models Easily With TOML ConfigurationsYou may never need those long CLI args for your train.py — Managing deep learning models can be difficult due to the huge number of parameters and settings that are needed for all modules. The training module might need parameters like batch_size or the num_epochs or parameters for the learning rate scheduler. Similarly, the data preprocessing module might need train_test_split or parameters…Machine Learning4 min readMachine Learning4 min read
Published inProAndroidDev·Apr 30glove-android: Using GloVe Word Embeddings for NLP In AndroidPower of word embeddings, in Android! — glove-android is an Android library that provides a clean interface to GloVe word embeddings, which have been quite popular in NLP applications. Word embeddings can be used to measure the semantic similarity between two words, as similar words would have embeddings (high-dimensional vectors) closer to each other. Currently, the only…Android6 min readAndroid6 min read
Published inProAndroidDev·Mar 29Chaquopy: Using Python In Android AppsUse Python scripts and packages to supercharge Android apps — Python is one of the most popular languages in the developer community due to its simplicity, robustness and a large ecosystem of packages which make it super-useful across multiple domains. The use of packages like NumPy and SciPy enables programmers to perform high-level mathematical operations which are otherwise not available…Android App Development7 min readAndroid App Development7 min read
Published inTowards Data Science·Mar 6Kernels: Everything You Need to KnowDensity Estimation, Dot Products, Convolutions and everything… — Kernels or kernel functions are beautiful mathematical concepts that are used in machine learning and statistics with different forms. If you’re a beginner you might feel tempted to know the exact definition of kernels, but you may get confused by multiple definitions of kernels that are explained across blogs/websites on…Mathematics14 min readMathematics14 min read
Published inLevel Up Coding·Feb 12Using Websockets To Run Terminal Commands From Android AppsBuilding Websockets with FastAPI and using them in Android apps — Websockets are a great tool to establish two-way communication over two devices on a network, and some of the best video calling apps use websockets to transfer audio and video. In this tutorial, we’ll build an app that would emulate the computer’s terminal. Basically, you will enter commands into the…Python10 min readPython10 min read
Published inGeek Culture·Jan 13Creating Desktop Apps For TensorFlow Models With QtBuild a desktop app for a TensorFlow model with PySide6 — In the age of powerful web and mobile apps, desktop app development might seem like a decade old domain to work on. Alongside web and mobile apps, popular frameworks like Flutter and React-Native support building of desktop applications with a single codebase. In such an era, why would we need…Machine Learning10 min readMachine Learning10 min read
Published inGeek Culture·Nov 14, 2022Building a Simple Document Scanner in AndroidLearning by Developing — I’ve been engrossed in machine learning for a while, training models, cleaning and processing data and deploying them. I thought it would be great to have a new project that would polish my development skills in Android. As I’ve been trying my hands on OpenCV for a while, I decided…Android5 min readAndroid5 min read
Published inTowards Data Science·Sep 22, 2022Principal Component Analysis: Everything You Need To KnowCovariance, eigenvalues, variance and everything — Principal Component Analysis ( PCA ) is a popular technique to reduce the dimensions of the data and is included in most ML/DS courses under the section ‘unsupervised learning’. There are a number of blogs that explain PCA alongside YT videos, so why is this blog here? Another blog on PCA? As an ML…Mathematics12 min readMathematics12 min read
Published inCantor’s Paradise·Sep 11, 2022Demystifying Probability Distributions ( 3 / 3 )More on PDFs, moments — So, we’ve approached the final part of our ‘Demystifying Probability Distributions’ series where we’ll discuss more on PDFs ( continued from CDFs in last part ) and PDFs of some continuous random variables. For those who have missed the former parts of the series, you may read them first, Demystifying Probability Distributions ( 1 / 3 ) (1/3) Intro, Discrete random variables, probability mass functions …www.cantorsparadise.comMathematics8 min readMathematics8 min read
Published inTowards Data Science·Aug 22, 2022Deploying Scikit-Learn Models In Android Apps With ONNXUsing scikit-learn models to perform inference in Android apps — Scikit-learn is truly a package that revolutionized machine learning and data science and is still the most fundamental prerequisite for any ML/DS role. …Machine Learning6 min readMachine Learning6 min read
