In the world of data science, where raw information swirls in a cacophony of numbers and variables, lies the art of harmonizing data. Like a maestro conducting a symphony, the skilled data scientist orchestrates the disparate elements of datasets, weaving them together into a harmonious composition of insights. Welcome to a journey where data transcends […]
In the realm of data analysis, SQL stands as a mighty tool, renowned for its robust capabilities in managing and querying databases. However, Python’s pandas library brings SQL-like functionalities to the fingertips of analysts and data scientists, enabling sophisticated data manipulation and analysis without the need for a traditional SQL database. This exploration delves into […]
R is a procedural programming language. Therefore, it has the full set of flow control syntax like many other languages. Indeed, the flow control syntax in R is similar to Java and C. In this post, you will see some examples of using the flow control syntax in R. Let’s get started. Overview This post […]
Making ChatGPT your assistant to help you write an email is trivial since it is well-known to be very capable of generating text. It is pretty apparent that ChatGPT cannot help you cook your dinner. But you may wonder if it can generate something other than text. In the previous post, you learned that ChatGPT […]
A large language model is basically a machine that can understand and generate text. Depends on how it is trained, sometimes the model can generate something other than text. ChatGPT is such a large language model. It can generate programming code if you prompt it correctly. In this post, you will learn how to make […]
ChatGPT has demonstrated its ability to handle translation tasks with surprisingly high accuracy. While Google Translate has been the go-to tool for multilingual translation for years, recent studies show that ChatGPT performs competitively with commercial translation products in high-resource European languages (Is ChatGPT A Good Translator?). ChatGPT’s strength as a translator goes beyond just natural […]
ChatGPT is a language model that you can use by talking to it. A language model in such a scale can naturally produce fluent text that is difficult to tell apart from work by humans. If you want to use it for a task, you will likely still need to provide detailed instructions. Moreover, you […]
Large language models (LLMs) are recent advances in deep learning models to work on human languages. Some great use case of LLMs has been demonstrated. A large language model is a trained deep-learning model that understands and generates text in a human-like fashion. Behind the scene, it is a large transformer model that does all […]
Recurrent neural network can be used for time series prediction. In which, a regression neural network is created. It can also be used as generative model, which usually is a classification neural network model. A generative model is to learn certain pattern from data, such that when it is presented with some prompt, it can […]
A deep learning model in its simplest form are layers of perceptrons connected in tandem. Without any activation functions, they are just matrix multiplications with limited power, regardless how many of them. Activation is the magic why neural network can be an approximation to a wide variety of non-linear function. In PyTorch, there are many […]
