Writing on machine learning, AI, and engineering from RenoCrypt.https://www.renocrypt.com/https://www.renocrypt.com/dev/math-behind-transformers-moe/https://www.renocrypt.com/dev/math-behind-transformers-moe/A thorough explanation of the equations powering classic transformer structures and Mixture-of-Experts for advanced deep learning workflows.Sun, 13 Apr 2025 00:00:00 GMThttps://www.renocrypt.com/dev/openwebui-server-self-host/https://www.renocrypt.com/dev/openwebui-server-self-host/A technical guide for deploying a production-ready OpenWebUI instance on your own domain with Docker, Nginx, and Let's Encrypt for secure AI interactions.Sat, 12 Apr 2025 00:00:00 GMThttps://www.renocrypt.com/dev/agent-ai/https://www.renocrypt.com/dev/agent-ai/A comprehensive technical analysis of production-grade AI agent systems, exploring key frameworks, orchestration patterns, and deployment strategies for building reliable autonomous systems at scale.Tue, 04 Feb 2025 00:00:00 GMThttps://www.renocrypt.com/dev/llm-reasoning/https://www.renocrypt.com/dev/llm-reasoning/An exploration of key frameworks and techniques like Chain-of-Thought, Tree-of-Thoughts, and ReAct that enable Large Language Models to perform structured reasoning and problem-solving.Mon, 03 Feb 2025 00:00:00 GMThttps://www.renocrypt.com/dev/tokenizers-and-embedders/https://www.renocrypt.com/dev/tokenizers-and-embedders/A deep dive into the role, structure, and training of tokenizers and embedders in modern language models like GPT, BERT, and T5.Sun, 26 Jan 2025 00:00:00 GMThttps://www.renocrypt.com/posts/rl-more-policy-gradient/https://www.renocrypt.com/posts/rl-more-policy-gradient/Off-policy algorithms uses past experiences, while Proximal Policy Optimization (PPO) and Trust Region Policy Optimization (TRPO) offer advanced strategies for stable policy evolution in reinforcement learning.Tue, 20 Aug 2024 00:00:00 GMThttps://www.renocrypt.com/gpt-palm-glm-llama-and-beyond-large-language-models-in-medicine/https://www.renocrypt.com/gpt-palm-glm-llama-and-beyond-large-language-models-in-medicine/Discover how Large Language Models (LLMs) like GPT, PaLM, GLM, and LLaMA are revolutionizing medicine. Explore applications, challenges, and the future of AI and ML in healthcare.Sun, 18 Aug 2024 00:00:00 GMThttps://www.renocrypt.com/multimodal-machine-learning-challenges-innovations/https://www.renocrypt.com/multimodal-machine-learning-challenges-innovations/Learn about the transformative impact of multimodal machine learning, highlighting key challenges, recent innovations, and the future of machine learning integration and AI development across diverse data modalitiesSat, 17 Aug 2024 00:00:00 GMThttps://www.renocrypt.com/understanding-key-insights-and-trends-in-large-language-models/https://www.renocrypt.com/understanding-key-insights-and-trends-in-large-language-models/Learn about how large language models (LLMs) has been made and evolved by looking into its key insights and trendsThu, 15 Aug 2024 00:00:00 GMThttps://www.renocrypt.com/posts/reinforcement-learning/https://www.renocrypt.com/posts/reinforcement-learning/Here we introduce language and notation used to discuss RL and explain what RL doFri, 09 Aug 2024 00:00:00 GMThttps://www.renocrypt.com/dev/gemini-2-pro-flash-technical-comparison/https://www.renocrypt.com/dev/gemini-2-pro-flash-technical-comparison/A consolidated technical analysis of Google's Gemini 2.0 Pro and Flash models, detailing architectural nuances, performance benchmarks, deployment considerations, and strategic selection guidelines for enterprise AI applications.Sat, 27 Jul 2024 00:00:00 GMThttps://www.renocrypt.com/an-in-depth-look-at-leading-computer-vision-models/https://www.renocrypt.com/an-in-depth-look-at-leading-computer-vision-models/Discover top computer vision algorithms and techniques in machine learning, with thorough explanations and ongoing updates.Sat, 20 Jul 2024 00:00:00 GMThttps://www.renocrypt.com/posts/what-is-openmm/https://www.renocrypt.com/posts/what-is-openmm/Navigate DevOps, MLOps, and Kaizen in AWS, Azure, and GCPMon, 20 May 2024 00:00:00 GMThttps://www.renocrypt.com/various-yolo-versions-and-differences/https://www.renocrypt.com/various-yolo-versions-and-differences/The YOLO (You Only Look Once) series of fast object detection models has seen significant improvements from YOLOv1 and beyondWed, 15 May 2024 00:00:00 GMThttps://www.renocrypt.com/posts/yolo-nas/https://www.renocrypt.com/posts/yolo-nas/Navigate DevOps, MLOps, and Kaizen in AWS, Azure, and GCPMon, 29 Apr 2024 00:00:00 GMThttps://www.renocrypt.com/posts/fooocus-and-how/https://www.renocrypt.com/posts/fooocus-and-how/Dive deep into the world of Fooocus, where generative artistry meets innovative functionalityTue, 19 Sep 2023 00:00:00 GMThttps://www.renocrypt.com/posts/generative-models/https://www.renocrypt.com/posts/generative-models/Explore the mechanics behind diffusion-based models like Mid-journey, DALL-E, and Stable Diffusion, which have revolutionized machine learning-based image and text generationMon, 18 Sep 2023 00:00:00 GMThttps://www.renocrypt.com/posts/img-angle-advantage/https://www.renocrypt.com/posts/img-angle-advantage/A guide to refining camera angle outputs in generative platforms using nuanced prompt strategies.Mon, 11 Sep 2023 00:00:00 GMThttps://www.renocrypt.com/posts/rl-q-learning/https://www.renocrypt.com/posts/rl-q-learning/Q-learning is a reinforcement learning technique where an agent iteratively learns the value of its actions to navigate towards optimal outcomes in an environment.Sun, 10 Sep 2023 00:00:00 GMT