Tiny-Llama logo (src: https://github.com/jzhang38/TinyLlama)Learn how to deploy a real ML application using AWS and FastAPI Introduction I have always thought that even the best project in the world does not have much value if people cannot use it. That is why it is very important to learn how to deploy Machine Learning models. In this…
Introduction XML stands for Extensible Markup Language and is one of the more popular formats in which data is stored and shared between systems and software. XML is a versatile coding language similar to HTML. But unlike HTML, the use of XML goes beyond only web and can be used in websites, databases, and even…
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Pandas has long been the go-to library when dealing with data. However, I am pretty sure most of you might have already experienced the agony of sitting for hours while our Pandas try to deal with big DataFrames.
For those who have followed the recent developments in Python, it's hard…
Navigating Nested Loops and Memory Challenges for Seamless Performance using Python Photo by Kevin Canlas on UnsplashIn this exploration of Python code optimization, we look at common issues that impede performance resulting in overheads. We analyze two issues here- one related to nested loops, and the other related to memory/allocation issues caused by reading huge…
Introduction Monday.com is a versatile platform in the world of project management and team collaboration, designed to boost productivity, transparency, and efficiency. It’s used by thousands of companies to build structures, collaborate with customer teams, and get various types of tasks and projects done. Monday.com also offers several integrations: APIs, automations, features that supercharge its…
Introduction For decades, accountants have relied on various software tools, with classics like Excel playing a role in accounting operations. However, in today's competitive business environment, simplistic solutions fall short of scalability and efficiency. The imperative solution is the automation of the entire accounting workflow. As part of the broader area of process automation,…
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In today's digital age, the quote by Michael Hakvoort, "If you're not paying for the product, then you are the product", has never been more relevant. While we often think of this in relation to social media platforms like Facebook, it also applies to seemingly harmless free resources such as…
Creating visual content using AI algorithms has become a cornerstone of modern technology. AI-generated images (AIGIs), particularly those produced via Text-to-Image (T2I) models, have gained prominence in various sectors. These images are not just digital representations but carry significant value in advertising, entertainment, and scientific exploration. Their importance is magnified by the human inclination to…
Since it enables humans to teach robots any skill, imitation learning via human-provided demonstrations is a promising approach for creating generalist robots. Lane-following in mobile robots, basic pick-and-place manipulation, and more delicate manipulations like spreading pizza sauce or inserting a battery may all be taught to robots through direct behavior cloning. However, rather than merely…
You can start your data science journey at any time; expanding your skill set should be an ongoing, yearlong process. Still, even those of us who are skeptical of new year’s resolutions can’t deny the sense of excitement and opportunity that comes with a whole, blank-slate year on the horizon. What better time to take…