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Areas Served: Python Pandas vs. Dask DataFrames: A Comparative Analysis
Author(s): Ulrik Thyge Pedersen Originally published on Towards AI. A Comparison of Python’s Popular Data Manipulation Libraries Photo by Peter Burdon on Unsplash DataFrames are a popular data structure used for data manipulation and analysis in Python. Pandas and Dask are two …
Diagnosing the Stubborn Mediocrity of the Western Bulldogs
Author(s): Ranganath Venkataraman Originally published on Towards AI. Using data to get insight into why my supported Australian Football League team perennially languishes and the corresponding lessons learned Photo by Tingey Injury Law Firm on Unsplash Note — this article reflects my …
Meet MiniGPT-4: The Surprising Open Source Vision-Language Model that Matches the Performance of GPT-4
Author(s): Jesus Rodriguez Originally published on Towards AI. The model expands Vicuna with vision capabilities similar to BLIP-2 in one of the most interesting open source releases in the multi-modality space. Top highlight Created Using Midjourney I recently started an AI-focused educational …
MiniGPT-4: ChatGPT for your images
Author(s): Sriram Parthasarathy Originally published on Towards AI. Use MiniGPT-4 to describe your images in detail, identify objects, recognize scenes, and generate captions & social media ads. MiniGPT-4 is an AI model that uses a combination of language and visual processing to …
ChatGPT: a Supermind on a Mission to Change the World
Author(s): Cezary Gesikowski Originally published on Towards AI. How OpenAI Aims to Solve Tomorrow’s Problems with Augmented Collective Intelligence. “Problems can never be solved with the same thinking that originated them.” — Albert Einstein Image by the author ChatGPT, a chatbot launched …
Want to Stand Out in Data Science? Don’t Make These Portfolio Mistakes!
Author(s): Youssef Hosni Originally published on Towards AI. Is Your Data Science Portfolio Sinking Your Career? Don’t Make These 10 Mistakes Data science is a rapidly growing field, and as more and more people enter the industry, it’s becoming increasingly important to …
Revolutionizing Business Decision-Making: A Comprehensive Guide to BI & Analytics Platforms and Open-Source Alternatives
Author(s): Joshua Yeung Originally published on Towards AI. Maximizing Business Success through Smart Data Analytics and Open-Source BI Tools Photo by Stephen Dawson on Unsplash In today’s world, data is king. Businesses generate and collect vast amounts of data every day, and …
Simulating Sugar Rush with Python: An Agent-Based Model with Mesa
Author(s): Ulrik Thyge Pedersen Originally published on Towards AI. Building and Analyzing an Agent-Based Model of Sugar Trading Behavior using Mesa Library in Python Image generated by Author with MidJourney Introduction Agent-based modeling (ABM) is a powerful simulation technique that allows researchers …
Effective Data Visualization Tips For Improving Your Data Storytelling
Author(s): Sarang S Originally published on Towards AI. Image by author Data Visualization Visualized data and information are collectively known as data visualization. The primary goal of data visualization is to enhance the understandability of large and complex data patterns. Charts, graphs, …
PyTorch Lightning: An Introduction to the Lightning-Fast Deep Learning Framework
Author(s): Anay Dongre Originally published on Towards AI. PyTorch Lightning is a popular open-source framework built on top of PyTorch that aims to simplify and streamline the process of developing deep learning models. It provides a lightweight and flexible interface for building …
H2Oai releases Fully OpenSourced GPT
Author(s): Dr. Mandar Karhade, MD. PhD. Originally published on Towards AI. h2oGPT-20B, h2oGPT-12B v1, and h2oGPT-12B v2 models have been released with Apache 2.0 license (Completely free for even commercial use case) On April 21st, H2O.ai decided to make a splash in …
Python Pandas vs. Vaex Dataframes: A Comparative Analysis
Author(s): Ulrik Thyge Pedersen Originally published on Towards AI. Similarities and Differences between Pandas and Vaex Image by Author with @MidJourney Data science and analysis rely heavily on data manipulation and processing. With large and complex datasets becoming increasingly common, efficient and …
Mastering Linear Regression: A Step-by-Step Guide
Author(s): Anushka sonawane Originally published on Towards AI. From Basics to Advanced: A Comprehensive Guide to Linear Regression Understanding Linear Regression [Image by author] Have you ever wondered how we could use machine learning to predict future outcomes based on past data? …
Active Learning with Autogluon
Author(s): Ulyana Tkachenko Originally published on Towards AI. Train accurate models with minimal data labeling via Active Learning and AutoML Training supervised machine learning models with large amounts of data can be expensive, time-consuming, and oftentimes unnecessary effort. Comparable results can be …
This is Why You Should Read This Before Using Pandas in Data Cleaning
Author(s): Gencay I. Originally published on Towards AI. Master Data Cleaning, Processing, and Exploration with Pandas Created with Leonardo.ai Welcome to the quick tutorial on data manipulation with Pandas! In this tutorial, we will cover a wide range of topics, starts with …
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