SnapGrade: A Classical CV Photo Intelligence Pipeline That Runs at 3.3 img/s on 8 GB RAM
Why classical CV — not a VLM — is the right tool for photo culling. Six metrics, a 40-line decision layer, and 3.3 img/s on 8 GB of RAM.
Tags
- python 5
- deep-learning 3
- local-first 3
- pytorch 2
- rag 2
- llm 2
- fastapi 2
- photo-culling 2
- computer-vision 2
- pytorch-lightning 1
- generative-ai 1
- drug-discovery 1
- VAE 1
- reinforcement-learning 1
- SMILES 1
- bioinformatics 1
- retrieval-augmented-generation 1
- information-retrieval 1
- nlp 1
- vector-database 1
- embeddings 1
- reranking 1
- graphrag 1
- colbert 1
- langchain 1
- hybrid-search 1
- semantic-search 1
- docling 1
- huggingface 1
- docker 1
- document-parsing 1
- code-intelligence 1
- mcp 1
- knowledge-graph 1
- ollama 1
- developer-tools 1
- ai-agents 1
- photography 1
- triage 1
- burst-photography 1
- lightroom 1
- darktable 1
- workflow 1
- sqlite 1
- mediapipe 1
- opencv 1
- performance 1
- classical-cv 1
python
SnapGrade: Cull Your Entire Photo Library Without Touching Lightroom AI
A free local web app that does smart photo culling — blurry shots, closed eyes, burst picks — without uploading a single file to the cloud.
Repolect: Reasoning-based code intelligence
Stop searching for code. Start repolecting about it 😉. Repolect indexes your codebase into a hierarchical semantic tree and knowledge graph, then navigates i...
How I Hosted Docling-Serve on Hugging Face Spaces — A Free Document AI API for Everyone
Learn how to host IBM’s Docling-Serve on Hugging Face Spaces for free. A complete walkthrough of Docker configuration, rate limiting, and API usage for docum...
Unlocking Multi-Omics Analysis with proEMOGI: A PyTorch Implementation
A deep dive into proEMOGI, a modern PyTorch implementation of the EMOGI cancer gene prediction algorithm.
deep-learning
Beyond Vanilla RAG: A Complete Guide to State-of-the-Art Retrieval-Augmented Generation
A comprehensive playbook for upgrading from vanilla RAG to state-of-the-art document QA – covering contextual embeddings, hybrid retrieval, reranking, GraphR...
Unlocking Multi-Omics Analysis with proEMOGI: A PyTorch Implementation
A deep dive into proEMOGI, a modern PyTorch implementation of the EMOGI cancer gene prediction algorithm.
proGENTRL: PyTorch Lightning Implementation for Molecule Generation
A PyTorch Lightning implementation of GENTRL for generating novel molecules using VAE and Reinforcement Learning.
local-first
SnapGrade: A Classical CV Photo Intelligence Pipeline That Runs at 3.3 img/s on 8 GB RAM
Why classical CV — not a VLM — is the right tool for photo culling. Six metrics, a 40-line decision layer, and 3.3 img/s on 8 GB of RAM.
SnapGrade: Cull Your Entire Photo Library Without Touching Lightroom AI
A free local web app that does smart photo culling — blurry shots, closed eyes, burst picks — without uploading a single file to the cloud.
Repolect: Reasoning-based code intelligence
Stop searching for code. Start repolecting about it 😉. Repolect indexes your codebase into a hierarchical semantic tree and knowledge graph, then navigates i...
pytorch
Unlocking Multi-Omics Analysis with proEMOGI: A PyTorch Implementation
A deep dive into proEMOGI, a modern PyTorch implementation of the EMOGI cancer gene prediction algorithm.
proGENTRL: PyTorch Lightning Implementation for Molecule Generation
A PyTorch Lightning implementation of GENTRL for generating novel molecules using VAE and Reinforcement Learning.
rag
Repolect: Reasoning-based code intelligence
Stop searching for code. Start repolecting about it 😉. Repolect indexes your codebase into a hierarchical semantic tree and knowledge graph, then navigates i...
Beyond Vanilla RAG: A Complete Guide to State-of-the-Art Retrieval-Augmented Generation
A comprehensive playbook for upgrading from vanilla RAG to state-of-the-art document QA – covering contextual embeddings, hybrid retrieval, reranking, GraphR...
llm
Repolect: Reasoning-based code intelligence
Stop searching for code. Start repolecting about it 😉. Repolect indexes your codebase into a hierarchical semantic tree and knowledge graph, then navigates i...
Beyond Vanilla RAG: A Complete Guide to State-of-the-Art Retrieval-Augmented Generation
A comprehensive playbook for upgrading from vanilla RAG to state-of-the-art document QA – covering contextual embeddings, hybrid retrieval, reranking, GraphR...
fastapi
SnapGrade: A Classical CV Photo Intelligence Pipeline That Runs at 3.3 img/s on 8 GB RAM
Why classical CV — not a VLM — is the right tool for photo culling. Six metrics, a 40-line decision layer, and 3.3 img/s on 8 GB of RAM.
How I Hosted Docling-Serve on Hugging Face Spaces — A Free Document AI API for Everyone
Learn how to host IBM’s Docling-Serve on Hugging Face Spaces for free. A complete walkthrough of Docker configuration, rate limiting, and API usage for docum...
photo-culling
SnapGrade: A Classical CV Photo Intelligence Pipeline That Runs at 3.3 img/s on 8 GB RAM
Why classical CV — not a VLM — is the right tool for photo culling. Six metrics, a 40-line decision layer, and 3.3 img/s on 8 GB of RAM.
SnapGrade: Cull Your Entire Photo Library Without Touching Lightroom AI
A free local web app that does smart photo culling — blurry shots, closed eyes, burst picks — without uploading a single file to the cloud.
computer-vision
SnapGrade: A Classical CV Photo Intelligence Pipeline That Runs at 3.3 img/s on 8 GB RAM
Why classical CV — not a VLM — is the right tool for photo culling. Six metrics, a 40-line decision layer, and 3.3 img/s on 8 GB of RAM.
SnapGrade: Cull Your Entire Photo Library Without Touching Lightroom AI
A free local web app that does smart photo culling — blurry shots, closed eyes, burst picks — without uploading a single file to the cloud.
pytorch-lightning
proGENTRL: PyTorch Lightning Implementation for Molecule Generation
A PyTorch Lightning implementation of GENTRL for generating novel molecules using VAE and Reinforcement Learning.
generative-ai
proGENTRL: PyTorch Lightning Implementation for Molecule Generation
A PyTorch Lightning implementation of GENTRL for generating novel molecules using VAE and Reinforcement Learning.
drug-discovery
proGENTRL: PyTorch Lightning Implementation for Molecule Generation
A PyTorch Lightning implementation of GENTRL for generating novel molecules using VAE and Reinforcement Learning.
VAE
proGENTRL: PyTorch Lightning Implementation for Molecule Generation
A PyTorch Lightning implementation of GENTRL for generating novel molecules using VAE and Reinforcement Learning.
reinforcement-learning
proGENTRL: PyTorch Lightning Implementation for Molecule Generation
A PyTorch Lightning implementation of GENTRL for generating novel molecules using VAE and Reinforcement Learning.
SMILES
proGENTRL: PyTorch Lightning Implementation for Molecule Generation
A PyTorch Lightning implementation of GENTRL for generating novel molecules using VAE and Reinforcement Learning.
bioinformatics
Unlocking Multi-Omics Analysis with proEMOGI: A PyTorch Implementation
A deep dive into proEMOGI, a modern PyTorch implementation of the EMOGI cancer gene prediction algorithm.
retrieval-augmented-generation
Beyond Vanilla RAG: A Complete Guide to State-of-the-Art Retrieval-Augmented Generation
A comprehensive playbook for upgrading from vanilla RAG to state-of-the-art document QA – covering contextual embeddings, hybrid retrieval, reranking, GraphR...
information-retrieval
Beyond Vanilla RAG: A Complete Guide to State-of-the-Art Retrieval-Augmented Generation
A comprehensive playbook for upgrading from vanilla RAG to state-of-the-art document QA – covering contextual embeddings, hybrid retrieval, reranking, GraphR...
nlp
Beyond Vanilla RAG: A Complete Guide to State-of-the-Art Retrieval-Augmented Generation
A comprehensive playbook for upgrading from vanilla RAG to state-of-the-art document QA – covering contextual embeddings, hybrid retrieval, reranking, GraphR...
vector-database
Beyond Vanilla RAG: A Complete Guide to State-of-the-Art Retrieval-Augmented Generation
A comprehensive playbook for upgrading from vanilla RAG to state-of-the-art document QA – covering contextual embeddings, hybrid retrieval, reranking, GraphR...
embeddings
Beyond Vanilla RAG: A Complete Guide to State-of-the-Art Retrieval-Augmented Generation
A comprehensive playbook for upgrading from vanilla RAG to state-of-the-art document QA – covering contextual embeddings, hybrid retrieval, reranking, GraphR...
reranking
Beyond Vanilla RAG: A Complete Guide to State-of-the-Art Retrieval-Augmented Generation
A comprehensive playbook for upgrading from vanilla RAG to state-of-the-art document QA – covering contextual embeddings, hybrid retrieval, reranking, GraphR...
graphrag
Beyond Vanilla RAG: A Complete Guide to State-of-the-Art Retrieval-Augmented Generation
A comprehensive playbook for upgrading from vanilla RAG to state-of-the-art document QA – covering contextual embeddings, hybrid retrieval, reranking, GraphR...
colbert
Beyond Vanilla RAG: A Complete Guide to State-of-the-Art Retrieval-Augmented Generation
A comprehensive playbook for upgrading from vanilla RAG to state-of-the-art document QA – covering contextual embeddings, hybrid retrieval, reranking, GraphR...
langchain
Beyond Vanilla RAG: A Complete Guide to State-of-the-Art Retrieval-Augmented Generation
A comprehensive playbook for upgrading from vanilla RAG to state-of-the-art document QA – covering contextual embeddings, hybrid retrieval, reranking, GraphR...
hybrid-search
Beyond Vanilla RAG: A Complete Guide to State-of-the-Art Retrieval-Augmented Generation
A comprehensive playbook for upgrading from vanilla RAG to state-of-the-art document QA – covering contextual embeddings, hybrid retrieval, reranking, GraphR...
semantic-search
Beyond Vanilla RAG: A Complete Guide to State-of-the-Art Retrieval-Augmented Generation
A comprehensive playbook for upgrading from vanilla RAG to state-of-the-art document QA – covering contextual embeddings, hybrid retrieval, reranking, GraphR...
docling
How I Hosted Docling-Serve on Hugging Face Spaces — A Free Document AI API for Everyone
Learn how to host IBM’s Docling-Serve on Hugging Face Spaces for free. A complete walkthrough of Docker configuration, rate limiting, and API usage for docum...
huggingface
How I Hosted Docling-Serve on Hugging Face Spaces — A Free Document AI API for Everyone
Learn how to host IBM’s Docling-Serve on Hugging Face Spaces for free. A complete walkthrough of Docker configuration, rate limiting, and API usage for docum...
docker
How I Hosted Docling-Serve on Hugging Face Spaces — A Free Document AI API for Everyone
Learn how to host IBM’s Docling-Serve on Hugging Face Spaces for free. A complete walkthrough of Docker configuration, rate limiting, and API usage for docum...
document-parsing
How I Hosted Docling-Serve on Hugging Face Spaces — A Free Document AI API for Everyone
Learn how to host IBM’s Docling-Serve on Hugging Face Spaces for free. A complete walkthrough of Docker configuration, rate limiting, and API usage for docum...
code-intelligence
Repolect: Reasoning-based code intelligence
Stop searching for code. Start repolecting about it 😉. Repolect indexes your codebase into a hierarchical semantic tree and knowledge graph, then navigates i...
mcp
Repolect: Reasoning-based code intelligence
Stop searching for code. Start repolecting about it 😉. Repolect indexes your codebase into a hierarchical semantic tree and knowledge graph, then navigates i...
knowledge-graph
Repolect: Reasoning-based code intelligence
Stop searching for code. Start repolecting about it 😉. Repolect indexes your codebase into a hierarchical semantic tree and knowledge graph, then navigates i...
ollama
Repolect: Reasoning-based code intelligence
Stop searching for code. Start repolecting about it 😉. Repolect indexes your codebase into a hierarchical semantic tree and knowledge graph, then navigates i...
developer-tools
Repolect: Reasoning-based code intelligence
Stop searching for code. Start repolecting about it 😉. Repolect indexes your codebase into a hierarchical semantic tree and knowledge graph, then navigates i...
ai-agents
Repolect: Reasoning-based code intelligence
Stop searching for code. Start repolecting about it 😉. Repolect indexes your codebase into a hierarchical semantic tree and knowledge graph, then navigates i...
photography
SnapGrade: Cull Your Entire Photo Library Without Touching Lightroom AI
A free local web app that does smart photo culling — blurry shots, closed eyes, burst picks — without uploading a single file to the cloud.
triage
SnapGrade: Cull Your Entire Photo Library Without Touching Lightroom AI
A free local web app that does smart photo culling — blurry shots, closed eyes, burst picks — without uploading a single file to the cloud.
burst-photography
SnapGrade: Cull Your Entire Photo Library Without Touching Lightroom AI
A free local web app that does smart photo culling — blurry shots, closed eyes, burst picks — without uploading a single file to the cloud.
lightroom
SnapGrade: Cull Your Entire Photo Library Without Touching Lightroom AI
A free local web app that does smart photo culling — blurry shots, closed eyes, burst picks — without uploading a single file to the cloud.
darktable
SnapGrade: Cull Your Entire Photo Library Without Touching Lightroom AI
A free local web app that does smart photo culling — blurry shots, closed eyes, burst picks — without uploading a single file to the cloud.
workflow
SnapGrade: Cull Your Entire Photo Library Without Touching Lightroom AI
A free local web app that does smart photo culling — blurry shots, closed eyes, burst picks — without uploading a single file to the cloud.
sqlite
SnapGrade: A Classical CV Photo Intelligence Pipeline That Runs at 3.3 img/s on 8 GB RAM
Why classical CV — not a VLM — is the right tool for photo culling. Six metrics, a 40-line decision layer, and 3.3 img/s on 8 GB of RAM.
mediapipe
SnapGrade: A Classical CV Photo Intelligence Pipeline That Runs at 3.3 img/s on 8 GB RAM
Why classical CV — not a VLM — is the right tool for photo culling. Six metrics, a 40-line decision layer, and 3.3 img/s on 8 GB of RAM.
opencv
SnapGrade: A Classical CV Photo Intelligence Pipeline That Runs at 3.3 img/s on 8 GB RAM
Why classical CV — not a VLM — is the right tool for photo culling. Six metrics, a 40-line decision layer, and 3.3 img/s on 8 GB of RAM.
performance
SnapGrade: A Classical CV Photo Intelligence Pipeline That Runs at 3.3 img/s on 8 GB RAM
Why classical CV — not a VLM — is the right tool for photo culling. Six metrics, a 40-line decision layer, and 3.3 img/s on 8 GB of RAM.
classical-cv
SnapGrade: A Classical CV Photo Intelligence Pipeline That Runs at 3.3 img/s on 8 GB RAM
Why classical CV — not a VLM — is the right tool for photo culling. Six metrics, a 40-line decision layer, and 3.3 img/s on 8 GB of RAM.