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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 …
From Detection to Correction: How to Keep Your Production Data Clean and Reliable
Author(s): Youssef Hosni Originally published on Towards AI. Table of Contents: In Production ML, data quality is everything. No matter how great your models or algorithms are, if the data you feed them is garbage, you’ll get garbage results. But how can …
LLM Replacing Doctors! Med-PaLM 2
Author(s): Dr. Mandar Karhade, MD. PhD. Originally published on Towards AI. Med-PaLM 2, consistently performed at an “expert” doctor level on medical exam questions, scoring 85% Large Language Models have made remarkable progress in recent years. Large Language Models don’t really have …
Evolutionary Adversarial Attacks on Deep Networks
Author(s): Moshe Sipper, Ph.D. Originally published on Towards AI. AI-generated image (craiyon) Despite their uncontested success, recent studies have shown that Deep Neural Networks (DNNs) are vulnerable to adversarial attacks. A barely detectable change in an image can cause a misclassification in …
1 Line of Code to Make Your Pandas 80% More Efficient: Modin Pandas
Author(s): Ulrik Thyge Pedersen Originally published on Towards AI. Remove your Data Transformation Bottlenecks with Parallelization Image by Author with @MidJourney Introduction Python’s Pandas library is one of the most popular tools for data manipulation and analysis. However, Pandas can struggle with …
Exponential Smoothing for Balancing Multilingual Model Training Data
Author(s): Deepanjan Kundu Originally published on Towards AI. What is a multilingual model? Machine learning models that cover more than one language are called multilingual models. Since languages differ significantly from each other in script, vocabulary, grammar, and writing styles, in the …
Maximizing LangChain Efficiency: Agents and ReAct Method Review.
Author(s): iva vrtaric Originally published on Towards AI. Image by Lexica AI Human intelligence is unique in its ability to combine task-oriented actions with verbal reasoning. This allows us to learn new tasks quickly and perform robust decision-making, even in unfamiliar situations. …
3 Efficient Ways to Filter a Pandas DataFrame Column by Substring
Author(s): Byron Dolon Originally published on Towards AI. How to quickly filter string columns in Pandas for Machine Learning pre-processing Used with permission from ohmintyartz The Pandas library is used extensively not only for crunching numbers but also for working with text …
Let’s Learn Deep Learning Together with Python!
Author(s): Gencay I. Originally published on Towards AI. Unlocking the Power of Deep Learning: A Comprehensive Guide to Python, for Mastering Deep Learning along with Data Science. Image by Author —Let’s Learn Deep Learning Together with Did you know that deep learning …
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