Naive Bayes Classifiers
Author(s): Bindhu Balu Originally published on Towards AI. This article discusses the theory behind the Naive Bayes classifiers and their implementation. Naive Bayes classifiers are a collection of classification algorithms based on Bayesβ Theorem. It is not a single algorithm, but a …
Features in Image [Part -1]
Author(s): Akula Hemanth Kumar Originally published on Towards AI. Making computer vision easy with Monk, low code Deep Learning tool and a unified wrapper for Computer Vision. Table of contents Image Features Corners as features Feature extraction and visualization using OpenCV and …
So You Want to be a Data Scientist
Author(s): Benjamin Obi Tayo Ph.D. Originally published on Towards AI. Here is my recipe for data science success Image source: Pexels Data is everywhere β from e-commerce sales, app downloads to a smartphone, to supply chain management or bioinformatics or connected devices. …
BatchNorm for Transfer Learning
Author(s): Michal Lukac Originally published on Towards AI. Making your networks to learn faster in TensorFlow 2+ source: Pexels There are still a lot of models that use Batch Normalization layers. If you would like to do transfer learning on such models, …
Image Processing Libraries in Python
Author(s): Akula Hemanth Kumar Originally published on Towards AI. Making computer vision easy with Monk, low code Deep Learning tool and a unified wrapper for Computer Vision. Reference: https://www.tessellateimaging.com/ Table of contents OpenCV Python Pillow Scikit Image Conversions Quiz OpenCV What is …
Various Ways to Get Data on Google Colab
Author(s): Sanchit Tanwar Originally published on Towards AI. Google colab is one of the best platforms for giving free GPU. It is one of the best places to experiment if you are starting with deep learning. One of the best things about …
Basic Concepts of Artificial Intelligence and Its Applications
Author(s): Joshua Yeung Originally published on Towards AI. Exploring Big Data and Artificial Intelligence Photo by Hitesh Choudhary on Unsplash This section brings you the basic concepts of artificial intelligence. We will explain the definition of artificial intelligence, what artificial intelligence can …
Data Science Curriculum
Author(s): Benjamin Obi Tayo Ph.D. Originally published on Towards AI. Recommended curriculum for intro-level data science self-study Top highlight Photo by Kelly Sikkema on Unsplash As a data science educator, lots of people interested in getting into data science have contacted me …
Microsoft Data Science Interviews
Author(s): Kenny Kim Originally published on Towards AI. Understanding the interview process from the interviewerβs perspective from ex-Microsoft and ex-Expedia. Photo by Andrew Mantarro on Unsplash A couple of weeks ago, I saw a few posts about the Microsoft interview process. Both …
Productivity Tools for Large-scale Data Science Projects
Author(s): Benjamin Obi Tayo Ph.D. Originally published on Towards AI. Analyzing different productivity tools used for real-world industrial type projects Photo by imgix on Unsplash Basic productivity tools for data science such as Jupyter notebook and R Studio are good tools for …
Multi-lingual Language Model Fine-tuning
Author(s): Edward Ma Originally published on Towards AI. The Problem of Low-resource Languages Photo by Chloe Evans on Unsplash English is one of the richest resources in natural language processing field. Lots of state-of-the-art NLP models support English natively. To tackle multi-lingual …