Let’s see what are some of the best practices for Labeling Speech Data for Automatic Speech Recognition (ASR) — Here is what we’ll talk about throughout this article: Data Collection and preparation Transcription Guidelines Setting up UI Training Evaluation Data Collection and Preparation The recommended audio length is under 30 sec to train a whisper (speech to text) model. …

Let’s see how to setup Kubernetes on WSL2 using Minikube. — I wanted to learned Kubernetes but installing it seemed more difficult than actually learning especially in WSL2. So, let’s see an updated and easy way to set it up. The great thing about this approach is that we’ll not install Docker Desktop, instead we’ll install Docker inside WSL2 which won’t…

Let’s learn how you can scrap dynamic websites using selenium inside Docker — Introduction If you are looking to use Selenium in a Docker/Cloud to scrap dynamic websites then you’re at the right place. For now, I’ll consider that you want to use it inside Docker. I’ll start by giving you some context of what we are going to do. (I’m assuming you have some knowledge of Docker). We’ll use Docker-compose to create 2 services, one for browserless-chrome and other for scraper.

Why we have separate formulas for Mutually Exclusive and Non-Mutually Exclusive Events? — I always hated probability because I couldn’t understand it. I knew which formula to use but couldn’t understand why. In this article I will try to simplify some of these concepts. What are Mutually Exclusive Events? When you flip a coin there are always 2 outcomes, it can be either a heads or a tails…

Let’s understand an application of Markov Models — Before we begin, we need to understand two things What is gibberish text? What is Markov model? Gibberish Concept Any text or word that is nonsense or doesn’t exist is Gibberish . …

Practical tips for training with less Data or no Data Data-wrangling of various sorts takes up about 70% of the time consumed in a typical AI project. Getting labelled data is hard and even hard is extracting quality data out of it. Companies spend fortunes in labelling data. Training a…

What are the lesser-known skills that are getting very common among data scientists — This time will never come back, so utilize it properly. It’s too easy to let the hours, days and weeks fly by without doing anything constructive. Use this extra time as a gift to be proactive. These are the most common skills that are getting very popular among Data Scientists. Docker

Let’s fine-tune Google’s latest NLP model for Sentiment Analysis Task — Every researcher or NLP practitioner is well aware of BERT which came in 2018. Since then the NLP industry has transformed by a much larger extent. Albert which is A Lite BERT was made in focus to make it as light as possible by reducing parameter size. The great advantage…

Every trick I learned in Python to write better and faster code — Representing Long Digits It’s really difficult to keep track of the number of zeros or digits after a certain length. Now, here’s a trick: >> digit_1 = 10_00_000 >> digit_2 = 10_12_500 Separate numbers with _ between them. This will help you keep track of digits or zeros you’ve entered. Unpacking Values Code reusability is…