Engineering
Recommendation engines are no longer a luxury but a core component of modern digital products, directly impacting user engagement and revenue. From e-commerce to content streaming, personalized recommendations drive the user experience. Among the various techniques available, Collaborative Filtering (CF) remains one of the most powerful and widely implemented. This
Engineering
The traditional security model, built on the concept of a trusted internal network and an untrusted external world, is fundamentally broken in the age of cloud computing, remote work, and distributed services. The perimeter has dissolved. Your data and applications reside on multi-tenant infrastructure, accessed by a diverse set of
Engineering
Anomaly detection is a mission-critical requirement for modern software systems, essential for identifying network intrusions, financial fraud, and system health degradation. While numerous complex algorithms exist, the unsupervised K-Means clustering algorithm provides a computationally efficient and highly effective foundation for a real-time detection engine. Its power lies in its ability
Engineering
The proliferation of powerful open-source Large Language Models (LLMs) such as Llama 3, Mistral, and Mixtral has fundamentally altered the landscape of applied AI. While proprietary, API-gated models from providers like OpenAI and Anthropic offer exceptional general-purpose capabilities, they represent a black box—limited in customizability and posing potential data
Engineering
Serverless architecture offers a paradigm shift from traditional, server-centric infrastructure, enabling engineers to build highly scalable, resilient, and cost-effective systems without managing the underlying compute resources. A quintessential use case for this model is the construction of data pipelines. This article provides a comprehensive, technical walkthrough for implementing an event-driven,
Engineering
Retrieval-Augmented Generation (RAG) has emerged as a dominant architectural pattern for building sophisticated LLM-based applications. By grounding a model on an external, verifiable knowledge base, RAG mitigates hallucinations, enables access to private or real-time data, and provides a clear mechanism for source attribution. For CTOs and engineering leaders, mastering the
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AI inbound call agents enhance customer service via FAQs, routing, personalization, agent assist, and complaint resolution.
consulting
4Geeks Payments streamlines online prescription refills, providing a secure, user-friendly experience for both patients and pharmacies, boosting efficiency and patient satisfaction.
Product Updates
At 4Geeks, we are constantly evaluating our services to ensure we deliver the best possible experience for our merchants. As part of our commitment to providing a secure, reliable, and high-quality payment processing platform, we sometimes have to make difficult decisions to align with our long-term strategic goals. Today, we
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4Geeks creates synthetic data to overcome AI's data bottlenecks. It's privacy-compliant, scalable, and reduces bias.
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4Geeks engineers automated marketing systems for dynamic, data-driven effectiveness, leveraging AI, data integration, and personalization to boost ROI.
consulting
AI is revolutionizing drug discovery. 4Geeks offers AI engineering solutions to accelerate your pipeline with precision & efficiency.