PinnedAlex RazvantHow to ensure your deep learning stack is fail-safe in production?Build an end-to-end monitoring dashboard using Prometheus, Triton, and Grafana.Apr 113Apr 113
PinnedAlex RazvantA Kickstart in Deep Learning Real-Time Video ProcessingA guide to get you started, learn about video formats, HTTP, WebSockets and WebRTC streaming with Python.May 93May 93
PinnedAlex RazvantinDecoding MLBest practices when evaluating fine-tuned LLMs.How to evaluate a custom fine-tuned model, leveraging GPT3.5-Turbo, custom qualitative evaluation templates while monitoring prompts and…May 262May 262
PinnedAlex RazvantinDecoding MLHow to fine-tune LLMs on custom datasets at Scale using Qwak and CometMLHow to fine-tune a Mistral7b-Instruct using PEFT & QLoRA, leveraging best MLOps practices deploying on Qwak.ai and tracking with CometML.May 182May 182
PinnedAlex RazvantinDecoding MLHow to build a Real-Time News Search Engine using Serverless Upstash Kafka and Vector DBA hands-on guide to implementing a live news aggregating streaming pipeline with Apache Kafka, Bytewax, and Upstash Vector Database.Apr 136Apr 136
Alex RazvantinDecoding MLThe LLM-Twin Free Course on Production-Ready RAG pipelines.Learn how to build a full end-to-end LLM & RAG production-ready system. Learn about and code along each component in a hands-on fashion.Jun 152Jun 152
Alex RazvantinDecoding MLHow to evaluate your RAG using RAGAs FrameworkHow to evaluate your RAG, following the best industry practices using the RAGAs framework. Learn about Retrieval & Generation…Jun 102Jun 102
Alex RazvantMaster ML configuration files using OmegaConf and HydraHow to handle complex configurations without changing code.Apr 181Apr 181
Alex RazvantEnhancing data processing workflows with Pydantic ValidationsUse Pydantic models and field validators to ensure consistency in your data models like a PRO.Apr 9Apr 9
Alex RazvantThe end-to-end PyTorch to TensorRT pipeline for YOLO models you must know about.The challenge of serving deep learning models in production environments. A pipeline to optimize and serve TensorRT engines for YOLO Object…Feb 23Feb 23