Artificial Intelligence Archives - Reader@mReotEch.com

Developing machine learning systems entails a well-established lifecycle, consisting of a series of stages from data preparation and preprocessing to modeling, validation, deployment to production, and continuous maintenance.

Artificial Intelligence

3 Sep 2025

3 Ways to Speed Up and Improve Your XGBoost Models

Extreme gradient boosting ( XGBoost ) is one of the most prominent machine learning techniques used not only for experimentation and analysis but also in deployed predictive solutions in industry.

Artificial Intelligence

2 Sep 2025

5 Key Ways LLMs Can Supercharge Your Machine Learning Workflow

Experimenting, fine-tuning, scaling, and more are key aspects that machine learning development workflows thrive on.

Artificial Intelligence

29 Aug 2025

7 Pandas Tricks for Efficient Data Merging

Data merging is the process of combining data from different sources into a unified dataset.

Artificial Intelligence

28 Aug 2025

How to Decide Between Random Forests and Gradient Boosting

When working with machine learning on structured data, two algorithms often rise to the top of the shortlist: random forests and gradient boosting .

Artificial Intelligence

28 Aug 2025

Roadmap for AI in Visual Studio (September)

Today, we’re excited to share our public roadmap, which outlines the next steps in evolving Visual Studio with AI-powered agentic experiences. With every month, we aim to deliver smarter, faster, and more intuitive tools that enhance your coding experience. Disclaimer: The items outlined here represent ongoing work for the month. They are not commitments or […]
The post Roadmap for AI in Visual Studio (September) appeared first on Visual Studio Blog.

Artificial Intelligence

28 Aug 2025

A Gentle Introduction to Bayesian Regression

In this article, you will learn: • The fundamental difference between traditional regression, which uses single fixed values for its parameters, and Bayesian regression, which models them as probability distributions.

Artificial Intelligence

27 Aug 2025

10 Useful NumPy One-Liners for Time Series Analysis

Working with time series data often means wrestling with the same patterns over and over: calculating moving averages, detecting spikes, creating features for forecasting models.

Artificial Intelligence

26 Aug 2025

Logistic vs SVM vs Random Forest: Which One Wins for Small Datasets?

When you have a small dataset, choosing the right machine learning model can make a big difference.

Artificial Intelligence

25 Aug 2025

5 Scikit-learn Pipeline Tricks to Supercharge Your Workflow

Perhaps one of the most underrated yet powerful features that scikit-learn has to offer, pipelines are a great ally for building effective and modular machine learning workflows.

Artificial Intelligence

25 Aug 2025

Bring Your Own Model to Chat in Visual Studio

We’re excited to announce that you can now bring your own language model into Visual Studio Chat. You can connect API keys from providers (OpenAI, Anthropic, and Google) to access a wider range of models. This makes it easy to test the latest releases, customize workflows, or run on infrastructure you control. What it unlocks […]
The post Bring Your Own Model to Chat in Visual Studio appeared first on Visual Studio Blog.

Artificial Intelligence

20 Aug 2025

Model Context Protocol (MCP) is Now Generally Available in Visual Studio 🎉

We’re excited to announce that MCP support is now GA in Visual Studio—unlocking richer, real-time context from your entire development stack and expanding the power of Agent Mode like never before. Model Context Protocol (MCP) is an open standard that makes it easy for AI agents to connect with external tools and services—think of it […]
The post Model Context Protocol (MCP) is Now Generally Available in Visual Studio 🎉 appeared first on Visual Studio Blog.

Artificial Intelligence

20 Aug 2025

AI avatars are already here, and these are the trends I’m most bullish on

As the founder of AI newsletter Mindstream, I'm constantly thinking about scale, especially when it comes to content. For me, video was the bottleneck. I wanted to show up consistently, but I didn’t want to spend hours filming, editing, or setting up gear. That’s what led me to explore AI avatars.

Artificial Intelligence

12 Aug 2025

YouTube, newsletters, and X — the AI workflows that will help you dominate them all

Let‘s be honest: if you’re running a business focused on AI tools and you‘re not using AI to grow that business, you’re missing the point entirely.

Artificial Intelligence

7 Aug 2025

Image Augmentation Techniques to Boost Your CV Model Performance

In this article, you will learn: • the purpose and benefits of image augmentation techniques in computer vision for improving model generalization and diversity.

Artificial Intelligence

25 Jul 2025

10 Critical Mistakes that Silently Ruin Machine Learning Projects

Machine learning projects can be as exciting as they are challenging.

Artificial Intelligence

23 Jul 2025

Zero-Shot and Few-Shot Classification with Scikit-LLM

In this article, you will learn: • how Scikit-LLM integrates large language models like OpenAI's GPT with the Scikit-learn framework for text analysis.

Artificial Intelligence

22 Jul 2025

Building a Plain Seq2Seq Model for Language Translation

This post is divided into five parts; they are: • Preparing the Dataset for Training • Implementing the Seq2Seq Model with LSTM • Training the Seq2Seq Model • Using the Seq2Seq Model • Improving the Seq2Seq Model In

Artificial Intelligence

22 Jul 2025

Synthetic Dataset Generation with Faker

In this article, you will learn: • how to use the Faker library in Python to generate various types of synthetic data.

Artificial Intelligence

21 Jul 2025

From Linear Regression to XGBoost: A Side-by-Side Performance Comparison

Regression is undoubtedly one of the most mainstream tasks machine learning models can address.

Artificial Intelligence

18 Jul 2025

Feature Engineering with LLM Embeddings: Enhancing Scikit-learn Models

Large language model embeddings, or LLM embeddings, are a powerful approach to capturing semantically rich information in text and utilizing it to leverage other machine learning models — like those trained using Scikit-learn — in tasks tha...

Artificial Intelligence

17 Jul 2025

AI predictions that will completely change marketing — and life — in 2025

For the past few months, I‘ve been deep in the trenches testing the latest AI models, spending $200 a month on ChatGPT Pro, and building games with AI that would have required entire development teams just months ago.

Artificial Intelligence

17 Jul 2025

Revisiting k-Means: 3 Approaches to Make It Work Better

The k-means algorithm is a cornerstone of unsupervised machine learning, known for its simplicity and trusted for its efficiency in partitioning data into a predetermined number of clusters.

Artificial Intelligence

16 Jul 2025

Discussing Decision Trees: What Makes a Good Split?

It’s no secret that most advanced artificial intelligence solutions today are predominantly based on impressively powerful and complex models like transformers, diffusion models, and other deep learning architectures.

Artificial Intelligence

15 Jul 2025

The latest ChatGPT updates: Memory, o3 & 04-mini, 4.1, and social media rumors — here’s what you need to know

If you’ve been following the AI space lately, it’s easy to feel like you’re drowning in acronyms and version numbers.

Artificial Intelligence

15 Jul 2025

7 Pandas Tricks That Cut Your Data Prep Time in Half

Data preparation is one of the most time-consuming parts of any data science or analytics project, but it doesn't have to be.

Artificial Intelligence

14 Jul 2025

Word Embeddings for Tabular Data Feature Engineering

It would be difficult to argue that word embeddings — dense vector representations of words — have not dramatically revolutionized the field of natural language processing (NLP) by quantitatively capturing semantic relationships between words.

Artificial Intelligence

11 Jul 2025

Decision Trees Aren’t Just for Tabular Data

Versatile, interpretable, and effective for a variety of use cases, decision trees have been among the most well-established machine learning techniques for decades, widely used for classification and regression tasks.

Artificial Intelligence

10 Jul 2025

10 NumPy One-Liners to Simplify Feature Engineering

When building machine learning models, most developers focus on model architectures and hyperparameter tuning.

Artificial Intelligence

8 Jul 2025

Your First OpenAI API Project in Python Step-By-Step

In a

Artificial Intelligence

7 Jul 2025

How I used ChatGPT-o3 to plan an entire marketing campaign during one plane ride

In an hour, ChatGPT-o3 can make you dozens of high-level marketing graphics — the kinds of campaigns that would take some teams weeks to complete. And the graphics aren’t just a first draft starting point. They’re final assets ready to run.

Artificial Intelligence

7 Jul 2025

Securing FastAPI Endpoints for MLOps: An Authentication Guide

In today's AI world, data scientists are not just focused on training and optimizing machine learning models.

Artificial Intelligence

4 Jul 2025