AI/ML Resources

How to Optimize Edge Devices for AI Processing

Desiging for edge AI is crucial in today's world with on-device processing and AI applications increasing in popularity.

December 17, 2024

by Emily Newton

· 5,127 Views · 1 Like

Configuring Autoscaling for Various Machine Learning Model Types

This tutorial helps explore options for choosing the right autoscaling policy for maximum resource utilization using AWS Sagemaker.

December 17, 2024

by Koushik Balaji Venkatesan

· 10,456 Views · 6 Likes

Integrating Llama 3.2 AI With Amazon SageMaker

Implement and deploy Llama 3.2 using Amazon SageMaker for generative AI tasks like content creation, conversational agents, and personalized recommendations.

December 16, 2024

by Sunil Pradhan Sharma

· 4,812 Views · 2 Likes

Improve Your Agile Processes With Artificial Intelligence

AI enhances Agile by automating tasks, improving decisions, and optimizing workflows. Boost efficiency and deliver faster with AI-powered Agile.

December 13, 2024

by Liza Kosh

· 5,356 Views · 5 Likes

How and Why the Developer-First Approach Is Changing the Observability Landscape

Developers play a crucial role in modern companies. Explore more about the need to have a developer-first approach and include observability from day one.

December 11, 2024

by Adam Furmanek

CORE

· 6,616 Views · 4 Likes

Setting Up DBT and Snowpark for Machine Learning Pipelines

This guide describes how to install and set up DBT and Snowpark for machine-learning model pipelines to streamline data processing and feature engineering tasks.

December 11, 2024

by Sevinthi Kali Sankar Nagarajan

· 13,551 Views · 3 Likes

Duration Bias in Video Recommendations: A Complete Guide to Fair Content Ranking

Explore the theoretical foundations and practical strategies for addressing duration bias to create balanced, fair, and effective recommendation systems.

December 11, 2024

by Amey Porobo Dharwadker

· 3,998 Views · 2 Likes

Advancing Explainable Natural Language Generation (NLG): Techniques, Challenges, and Applications

Incorporating XAI techniques helps developers refine models, uncover biases, and ensure reliable and fair applications of NLG.

December 10, 2024

by Manasi Sharma

· 4,076 Views · 2 Likes

Enhancing GenAI Applications With KubeMQ: Efficiently Scaling Retrieval-Augmented Generation

Achieve efficiency and reliability in your GenAI RAG workflows with KubeMQ for seamless message handling and FalkorDB for fast, scalable data storage/retrieval.

December 10, 2024

by Alvin Lee

CORE

· 3,394 Views · 3 Likes

Chunking Strategies for Optimizing Large Language Models (LLMs)

Different chunking approaches, such as fixed-size, recursive, semantic, and agentic chunking, are discussed, each with its own advantages.

December 9, 2024

by Usama Jamil

· 5,177 Views · 2 Likes

Beyond ChatGPT: How Generative AI Is Transforming Software Development

Learn how AI coding assistants improved our team's efficiency by 40%, from code reviews to debugging, while navigating real-world challenges and best practices.

December 9, 2024

by Igboanugo David Ugochukwu

CORE

· 5,553 Views · 8 Likes

Retrieval-Augmented Generation (RAG) With Milvus and LlamaIndex

Learn to build an RAG application with Milvus and LlamaIndex, which can quickly handle big data and retrieve relevant information, especially when adopted together.

December 9, 2024

by Ifeanyi Benny Iheagwara

· 2,641 Views

Snowflake vs. Databricks: How to Choose the Right Data Platform

Snowflake is ideal for data warehousing and SQL analytics, while Databricks excels at data engineering, machine learning, and real-time analytics.

December 6, 2024

by Rambabu Bandam

· 6,653 Views · 4 Likes

Utilizing AI and Database Technologies to Stimulate Innovation

Learn about the latest trends in database management, including serverless, cloud-native, and time-series databases, and their impact on data storage.

December 5, 2024

by Aparna Krishna Bhat

· 4,144 Views · 1 Like

Guide to LangChain Runnable Architecture

Understanding the foundations behind the LangChain framework provides universal knowledge that can be applied when building complex agent-based systems.

December 4, 2024

by Pavlo Sobchuk

· 4,420 Views · 4 Likes

An Introduction to Linear Programming: Concepts, Formulation, and Solution Methods

Methods like the Simplex and Interior-Point Methods, along with tools such as Google OR-Tools and the POT library, provide efficient solutions for LP problems.

December 3, 2024

by Salman Khan

CORE

· 12,803 Views · 5 Likes

AI Copilot Using AWS Multi-Agent Orchestrator

Build a personal AI copilot that can summarize news, interact with the calendar, and provide health tips using AWS Multi-Agent Orchestrator.

December 2, 2024

by Ravi Laudya

· 7,641 Views

Understanding Neural Networks

A comprehensive guide to the basics of neural networks, their architecture, and their types. Discover how AI mimics human senses with real-world applications.

December 2, 2024

by Akash Lomas

· 3,649 Views · 4 Likes

Categorizing Content Without Labels Using Zero-Shot Classification

Learn how zero-shot classification makes it easy to categorize content without needing labeled data by using pre-trained models for efficient results.

December 2, 2024

by Vamsi Kavuri

CORE

· 23,655 Views · 2 Likes

Leveraging AIOps for Observability Workflows: How to Improve the Scalability and Intelligence of Observability

AIOps can be implemented into new and existing observability workflows to increase scalability and uptime, improve incident detection, and reduce manual effort.

November 30, 2024

by Pranav Kumar Chaudhary

· 4,409 Views · 4 Likes

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