Diving deeply into the working structure of the first version of gigantic GPT-models 2017 was a historical year in machine learning. Researchers from the Google Brain team introduced Transformer which rapidly outperformed most of the existing approaches in deep learning. The famous attention mechanism became the key component in the future models derived from…
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Are you looking to switch to a data science career? If so, chances are you’ve already signed up for an online course, a bootcamp, or the like. Perhaps, you’ve bookmarked a self-study data science roadmap that you’re planning to work through. So how will yet another guide—this guide—help you?
If…
The way you retrieve variables from Airflow can impact the performance of your DAGs Photo by Daniele Franchi on UnsplashWhat happens if multiple data pipelines need to interact with the same API endpoint? Would you really have to declare this endpoint in every pipeline? In case this endpoint changes in the near future, you will…
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In the world of data, SQL still stands as the lingua franca for interacting with databases.
Still today it stands as one of the most used languages to deal with data and is still considered a must-have for any good data professional.
However, anyone who has worked with complex SQL…
Recent advancements in generative models for text-to-image (T2I) tasks have led to impressive results in producing high-resolution, realistic images from textual prompts. However, extending this capability to text-to-video (T2V) models poses challenges due to the complexities introduced by motion. Current T2V models face limitations in video duration, visual quality, and realistic motion generation, primarily due…
A few personal lessons learned from developing LLM applications Source DALL·E 3 prompted with “Operationalizing LLMs, watercolor”It’s been fun posting articles exploring new Large Language Model (LLM) techniques and libraries as they emerge, but most of the time has been spent behind the scenes working on the operationalization of LLM solutions. Many organizations are working…
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There are many courses and resources available on machine learning and data science, but very few on data engineering. This raises some questions. Is it a difficult field? Is it offering low pay? Is it not considered as exciting as other tech roles? However, the reality is that many companies…
When you think of AI, you might think of ChatGPT, AI-generated art, or maybe something like the Terminator. But let’s take a step back and ask the basic question, “What is AI?” AI is short for artificial intelligence — which may not tell us much because one of these words is problematic. The first word,…
Current underwater environmental protection efforts need to enter the modern age. If you’re like most people, you agree using artificial intelligence is the best way to do it. After all, algorithms are one of the most promising technologies in the digital age.
Why Should You Use AI for Environmental Protection?
Underwater environmental protection efforts…
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Knowing what new skill you want to start in the new year can be difficult. There’s a lot to choose from. The main thing these days is that what you learn can be very transferable to other careers and other sectors.
This is why I have put together this blog…