What does it take to build a Realistic RAG in 2025? | AI & ML Monthly

Welcome to machine learning & AI monthly for March 2025. This is the video version of the newsletter I write every month which covers the latest and greatest (but not always the latest) in the world of AI and ML. Read the issues online: - AI/ML Monthly March 2025 (this video) — https://zerotomastery.io/blog/ai-and-machine-learning-monthly-newsletter-march-2025/ - AI/ML Monthly February 2025 — https://zerotomastery.io/blog/ai-and-machine-learning-monthly-newsletter-february-2025/ - AI/ML Monthly January 2025 — https://zerotomastery.io/blog/ai-and-machine-learning-monthly-newsletter-january-2025/ My links: Download Nutrify (my startup) - https://nutrify.app Learn Hugging Face - https://dbourke.link/ZTM-HF-Text-Classification Learn AI/ML (beginner-friendly course) - https://dbourke.link/ZTMMLcourse Learn TensorFlow - https://dbourke.link/ZTMTFcourse Learn PyTorch - https://dbourke.link/ZTMPyTorch Learn ML blog - https://learnml.io Read my novel Charlie Walks - https://www.charliewalks.com Personal website - https://www.mrdbourke.com Timestamps: 00:00 - Introduction to Machine Learning and AI Monthly - https://zerotomastery.io/blog/ai-and-machine-learning-monthly-newsletter-march-2025/ 00:33 - Project Update: Trashify Object Detection Model - https://www.learnhuggingface.com/notebooks/hugging_face_object_detection_tutorial 01:14 - Insights from Hamel Husain's AI Product Guide - https://hamel.dev/blog/posts/field-guide/index.html 05:01 - Airbnb's Embedding-Based Search and LLM Test Migration - https://medium.com/airbnb-engineering/embedding-based-retrieval-for-airbnb-search-aabebfc85839 09:09 - Building with Local LLMs: Alex Strick's Experience - https://mlops.systems/posts/2025-03-16-learnings-building-llms.html 14:59 - Emerging Patterns in GenAI Products by Martin Fowler - https://martinfowler.com/articles/gen-ai-patterns/ 20:13 - LLM Benchmarks, Evals and Tests - https://www.thoughtworks.com/insights/blog/generative-ai/LLM-benchmarks,-evals,-and-tests 23:42 - Neural Magic: Faster VLM Models Through Quantization - https://neuralmagic.com/blog/4x-faster-vision-language-models-with-quantization/ 27:26 - olmOCR: 7B Model Focused on OCR - https://olmocr.allenai.org/ 33:39 - Teapot LLM: Small Model for Low-Resource Devices - https://huggingface.co/teapotai/teapotllm 34:01 - MoshiVis: Speech-Vision Model - https://huggingface.co/kyutai/moshika-vis-pytorch-bf16 36:28 - DeepSeek-V3-0324 Base Model - https://huggingface.co/deepseek-ai/DeepSeek-V3-0324 37:55 - Mistral-Small-3.1: 24B Parameter Model with Vision - https://mistral.ai/news/mistral-small-3-1 39:24 - Qwen2.5-VL-32B and Qwen2.5-Omni - https://qwenlm.github.io/blog/qwen2.5-omni/ 40:50 - SmolDocling-256M: Information Extraction from Documents - https://huggingface.co/ds4sd/SmolDocling-256M-preview 44:00 - RF-DETR: Apache 2.0 Real-Time Object Detection Model - https://github.com/roboflow/rf-detr 47:05 - Google's Gemma 3: Open-Source Series of VLMs - https://blog.google/technology/developers/gemma-3/ 51:20 - NVIDIA's Canary 1B Flash and Canary 180M Flash: Fast ASR - https://huggingface.co/spaces/nvidia/canary-1b-flash 53:29 - Starvector: Model for Generating SVG Code - https://huggingface.co/starvector/starvector-8b-im2svg 54:54 - SpatialLM: LLM for 3D Point Cloud Data - https://manycore-research.github.io/SpatialLM/ 57:15 - Gemini 2.5 Pro and Gemini 2.0 Native Image Output - https://blog.google/technology/google-deepmind/gemini-model-thinking-updates-march-2025/ 01:01:21 - OpenAI's Upcoming Open-Weight Language Model - https://openai.com/open-model-feedback/