Image by Author   Profiling Python code is helpful to understand how the code works and identify opportunities for optimization. You’ve probably profiled your Python scripts for time-related metrics—measuring execution times of specific sections of code.  But profiling for memory—to understand memory allocation and deallocation during execution—is just as important. Because memory profiling can…

Image created by me with Microsoft Image Creator   Since OpenAI unleashed ChatGPT to the public, a flurry of discussions has emerged online about a new dream job: Prompt Engineering. It's touted as "AI's Hottest Job," promising six-figure salaries without the need for programming experience. Enthusiasts describe it as a job of the future,…

Image by DALLE   Finding the right platform or course is never easy when you are looking to learn something new. It consists of a lot of trial and error, and the worst thing is when you pay for them. You feel like you’ve been going around in circles trying to find the best…

  2023 was an interesting year. We have been seeing for decades how the world of technology has gone through different cycles and made an impact on our society and economy, and now a lot of us are eager to find out what the future will look like.  With all that happened in 2023, there…

Image by Author   Exploratory Data Analysis (or EDA) stands as a core phase within the Data Analysis Process, emphasizing a thorough investigation into a dataset's inner details and characteristics. Its primary aim is to uncover underlying patterns, grasp the dataset's structure, and identify any potential anomalies or relationships between variables.  By performing EDA,…

Image by Author   As a professional who works with data, I understand the importance of being efficient and accurate in the workplace. That's why I believe mastering the command line is an essential skill for streamlining data analysis tasks and improving productivity. It's equally important for regular users who want to optimize their…

Image by storyset on Freepik   In any data pipeline, the data ingested from the sources typically goes through several transformations, so much that the data consumed from the destination is widely different from the data actually ingested from the source. Data lineage provides a comprehensive way to chart the flow of data through…

After a period of anticipation, KDnuggets is excited to release a new cheat sheet for our community, this time spotlighting the indispensable Jupyter Notebook magic commands. These commands are integral for elevating efficiency in Jupyter Notebooks, a preferred environment for many data scientists and analysts. Magic commands are special instructions that expand upon the default…

We live in an era where the machine learning model is at its peak. Compared to decades ago, most people would never have heard about ChatGPT or Artificial Intelligence. However, those are the topics that people keep talking about. Why? Because the values given are so significant compared to the effort. The breakthrough of AI…

Image from DALL-E 3   Generative AI is on steroids at the moment. It’s developing so quickly and more and more people want to be part of it by the day. At one point, everybody was saying that Data Science was the sexiest career, but it seems that a career in Generative AI has…