A few weeks ago I announced that my Malayalam Whisper model beat the previous best open Malayalam ASR model by 24 WER points. That number is still true. But while getting ready to train a v2 of the model, I decided to actually check something I’d never checked before: was my train/test split clean? It […]
I Checked My Own ASR Dataset for Leakage — Here’s What I Found Read More »
Softmax activation function is a commonly used activation function in deep learning. In this tutorial, let us see what it is, why it is needed, and how it is used. Softmax activation function is commonly used in the output layer of classifier neural network. What is a classifier? Lets start with understanding what a classifier
Softmax Activation Function Read More »
Introduction TinyML is the field which involves deployment of machine learning models into resource constrained devices such as micro-controllers. Such devices called edge devices often have few Kilobytes of RAM and flash memory but consumes power in milli-watts range. This feature makes the technology an ideal choice for remote sensing applications, weather stations, tiny gadgets
Approximating Sine Function in TinyML Read More »
The concept of the Internet of Things (IoT) revolves around the integration of sensors with compact computing devices like Arduino boards. This fusion enables a multitude of applications, ranging from surveillance monitoring to automated door locking and smart farming. A pivotal component of IoT systems is the dashboard, which serves as a hub for visualizing
A Simple Data Visualization Web App Using Streamlit Library Read More »
User Interface is key for humans to interact with computers. The traditional way is to use keyboard and mouse to browse websites, use apps, or play video games. When it comes to specific applications such as infographics display in a mall or airport often the amount of content will be limitted and simple. In such
User Interface Control Using Hand Gesture Recognition Read More »
In many situations, it is desirable to start certain programs or softwares automatically while a computer boots up. In this article we will see few ways we can achieve this objective using some settings in Linux systems. The Bashrc method This is one of the easiest methods to load a program or script while a
Auto-Initialization Scripts in Linux Read More »
Defining neural network architecture is a key step in deep learning. A lot of decisions have to be made regarding the architecture, number of nodes, activations function, regularization etc. One of the the important aspect is combining multiple inputs parallely and passing it to the next layer. This is done using the Functional API of
Sequential API and Functional API in Keras Read More »
Hello World, In this article let us take a look at the process of matrix multiplication from a different perspective. Often matrix multiplication is taught or learned as a boring process of certain rules. This spoils the fun of doing it. So why don’t we look for better way to think about it by having
Matrix Multiplication in Real-Life Read More »
Transcription factors are proteins that play a crucial role in gene expression, which is the process by which genes are turned on or off in cells. These proteins bind to specific DNA sequences in the promoter region of a gene and regulate the transcription of that gene into RNA, which is then used to make
Transcription Factors Read More »
UniProt is a powerful online database that contains information on millions of proteins found in living organisms. It is an essential tool for researchers, students, and anyone interested in the study of life sciences. In this article, we will explain what UniProt is, how it works, and its significance in the world of biological research.