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Modelbit is entirely driven by git. Thus, whenever you push a model for deployment, it internally maintains the deployment as a git repository.Git-based deployment (Image by author)Being supported by git, it natively provides all advantages of version control for your deployments, models, and datasets.What’s more, you can clone into the remote git repository from your local machine and execute all git commands like git pull, git push, or performing branching, etc.Connect to Modelbit git repoTo access the Modelbit git…

Notebooks to beautiful web apps in no timePhoto by NASA on UnsplashEffective communication is pivotal in all data-driven projects. Data professionals often need to communicate their findings and insights to stakeholders, including business leaders, technical teams, and other data scientists.While traditional methods of communicating data insights, such as PowerPoint presentations and static reports are widely preferred, they are often time-consuming to create.What’s more, these services require one to leave the comfort of…

Deploy machine learning models in one line of codePhoto by Roman Synkevych 🇺🇦 on UnsplashAmidst this AI revolution, building intelligent systems at scale has been of great interest lately to countless organizations.While plenty of time and energy is being actively spent in training large machine learning models, taking these models to production and maintaining them is a task of its own.This, in some cases, may even require specialized teams.And while more and more organizations are resorting to artificial intelligence…

Effortless data deduplication at scale.Photo by Sangga Rima Roman Selia on UnsplashIn today’s data-driven world, the importance of high-quality data to build quality systems cannot be overstated.The availability of reliable data is highly critical for teams to make informed decisions, develop effective strategies, and gain valuable insights.However, at times, the quality of this data gets compromised by various factors, one of which is the presence of fuzzy duplicates.A set of records are fuzzy duplicates when they look…

Emily Tesh’s Some Desperate Glory takes the time-honored tradition of space rebels and turns teenage horribleness on its head. In Tesh’s own words, this novel is “about being the very worst person imaginable, and then trying to be better. It’s a book about the end of the world, and what happens after. It’s a book about survival, and hope, and change. And it’s a book about how sometimes your queer found family is your fellow cult survivors who hate you, a horrible gremlin boy who won’t stop doing crimes, the cutest alien…

With a bonus tipPhoto by Sigmund on UnsplashJupyter Notebook is one of the most sought-after IDEs for almost all Python-oriented programming tasks such as data science, machine learning, scientific computing, and many more.Its interactive coding capabilities make it the go-to tool not only for beginners but experts as well.Yet, despite its widespread usage, many of its users do not use it to its full potential.As a result, they tend to use Jupyter using its default interface/capabilities, which, in my opinion, can be…

Better alternatives to scatter, bar, and line plots.Photo by Jim Wilson on UnsplashIf you have ever visualized your data (which I am sure you have), the first plot type that possibly came to your mind was either a scatter, bar, or line plot.To recall quickly, these are shown below:Scatter, Bar, and Line plot illustration (Image by Author)While these plots do cover a wide variety of visualization use cases, I have seen many data scientists using them excessively in every possible place.Although they are simple and easy to…

Content Moderation Made SimplePhoto by Oosman Exptal. on Unsplash· Motivation· Content Moderation in Audio Files· Results· ConclusionUser-generated content is screened and monitored by an online platform based on rules and policies relevant to that platform.To put it another way, when a user submits content to a website, it typically goes through a screening process (also called the moderation process) to ensure that it adheres to the website’s rules, and is not inappropriate, harassing, illegal, etc.When texts are…

25 common SQL Queries and their corresponding methods in Pandas.Photo by James Yarema on UnsplashThis is my 50th article on Medium. Thank you so much for reading and appreciating my work 😊! It’s been an absolutely rewarding journey.If you like reading my articles here on Medium, I am sure you will love this as well: The Daily Dose of Data Science.What is this? It’s a data-science oriented publication that I run on substack.What will you get from this? Here I present elegant and handy tips and tricks around…

Simplifying data analysis for everyonePhoto by William Felker on UnsplashPivoting and Grouping operations are fundamental to every typical tabular data analysis process. The pivot_table() and groupby() method stands among one of the most commonly used methods in Pandas.Used primarily for understanding categorical data, Grouping lets you compute statistics for individual groups in the data.Representation of Grouping (Image by Author)Pivot tables, on the other hand, allow you to cross-tabulate your data for fine-grained…