AI/ML Resources

Retrieval-Augmented Generation (RAG): Enhancing AI-Language Models With Real-World Knowledge

In this post, we'll take a closer look at RAG, how it works, where it's being used, and how it might change our interactions with AI in the future.

September 16, 2024

by Mohan Krishna Mannava

· 2,076 Views · 2 Likes

Zero to AI Hero, Part 3: Unleashing the Power of Agents in Semantic Kernel

This article will guide you through building agents with Semantic Kernel, focusing on the key components and offering practical examples.

September 16, 2024

by Aneesh Gopalakrishnan

· 4,550 Views · 1 Like

How to Build an OpenAI Custom GPT With a Third-Party API

This tutorial demonstrates how to build a conversational user interface with OpenAI's Custom GPT using any third-party API.

September 12, 2024

by Akhilesh Joshi

· 4,038 Views · 2 Likes

Optimizing Data Management for AI Success: Industry Insights and Best Practices

Explore key strategies for effective data management in AI projects, including real-time access, federated queries, and data literacy for developers and engineers.

September 11, 2024

by Tom Smith

CORE

· 4,058 Views · 1 Like

Real-Time GenAI With RAG Using Apache Kafka and Flink to Prevent Hallucinations

Learn about context-specific real-time Generative AI (GenAI) with Retrieval Augmentation Generation (RAG) using Kafka and Flink to prevent hallucinations.

September 11, 2024

by Kai Wähner

CORE

· 3,103 Views · 1 Like

Automatic 1111: Custom Sketch-to-Image API

Develop a custom Sketch-to-Image API for converting hand-drawn/digital sketches into photorealistic images using stable diffusion models powered by ControlNet.

September 10, 2024

by Tharakarama Reddy Yernapalli Sreenivasulu

· 3,403 Views · 3 Likes

Explainable AI (XAI): How Developers Build Trust and Transparency in AI Systems

XAI is essential for making AI systems transparent, trustworthy, and ethically compliant, with developers playing a crucial role.

September 10, 2024

by Suri Nuthalapati

CORE

· 47,251 Views · 3 Likes

Zero to AI Hero, Part 2: Understanding Plugins in Semantic Kernel, A Deep Dive With Examples

In this tutorial, explore one of the "gears" of Semantic Kernel — plugins — and discover the work they are capable of beyond chit-chatting.

September 10, 2024

by Aneesh Gopalakrishnan

· 2,991 Views · 1 Like

Model-Driven Development and Testing

Explore how open-source ApiLogicServer (ALS) and GenAI-powered development impact the deployment of microservice applications.

September 9, 2024

by Tyler Band

· 3,340 Views · 7 Likes

The AI Security Gap: Protecting Systems in the Age of Generative AI

As GenAI adoption surges, organizations face new security risks. Learn to protect your AI systems from prompt hacking and other emerging threats.

September 5, 2024

by Tom Smith

CORE

· 4,352 Views · 1 Like

Supercharging IaC With AI for Next-Gen Infrastructure Efficiency

This article explores some important areas where AI is reshaping IaC operations and discusses what the future may hold.

September 4, 2024

by Omry Hay

· 6,188 Views · 1 Like

MLOps: How to Build a Toolkit to Boost AI Project Performance

AI projects could end up among the 90% that fail due to common implementation pitfalls. Here, learn how to change the game with the right MLOps tools.

September 3, 2024

by Alexander Simonov

· 5,188 Views · 2 Likes

Bridging the Gap: How Developers and Security Professionals Can Collaborate for Better Cybersecurity

Experts at Black Hat 2024 reveal how developers and security pros can collaborate better: from shifting left to embracing AI and prioritizing user experience.

September 3, 2024

by Tom Smith

CORE

· 4,099 Views · 1 Like

Confusion Matrix vs. ROC Curve: When to Use Which for Model Evaluation

The Confusion Matrix and the ROC Curve evaluate model performance in machine learning and data science. Compare and learn when to use each in model evaluation.

September 3, 2024

by Fizza Jatniwala

· 4,125 Views · 1 Like

From Zero to AI Hero, Part 1: Jumpstart Your Journey With Semantic Kernel

Follow the steps outlined in this multi-part series to start with Semantic Kernel and integrate intelligent, context-aware functionalities into your projects.

September 3, 2024

by Aneesh Gopalakrishnan

· 5,758 Views · 8 Likes

Building Product to Learn AI, Part 3: Taste Testing and Evaluating

Before our AI meal planner is complete, one crucial step remains: a taste test. This is where a robust evaluation framework becomes your most valuable tool.

September 2, 2024

by Indrajit Bhattacharya

· 2,271 Views · 2 Likes

Day in the Life of a Developer With Google's Gemini Code Assist: Part 2

Conclude the review of Google Gemini Code Assist-enabled development in VS Studio Code and its impact on deployment and operations.

August 30, 2024

by Aakash Sharma

· 3,851 Views · 1 Like

High Fidelity Data: Balancing Privacy and Usage

Explore High Fidelity (HiFi) Data features such as visual, population, statistical, and ownership integrity, and its use to balance privacy and usability.

August 29, 2024

by Zilong Tang

· 5,148 Views · 4 Likes

Utilizing Multiple Vectors and Advanced Search Data Model Design for City Data

Learn how to build, architect, and design complex unstructured data applications for vector databases utilizing Milvus, GenAI, LangChain, YoLo, and more.

August 29, 2024

by Tim Spann

CORE

· 4,347 Views · 4 Likes

The Ultimate Guide to Evaluate RAG System Components: What You Need to Know

The RAG system contains two core components: the retriever and the generator. This article introduces how to evaluate these two components.

August 29, 2024

by Usama Jamil

· 2,651 Views · 4 Likes

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