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Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Ggml org Ggml Backend Accelerated Computation
- Workflow:Togethercomputer Together python Chat Completion
- Workflow:Haifengl Smile Nearest Neighbor Search
- Workflow:Norrrrrrr lyn WAInjectBench LLaVA Finetuning
- Workflow:Mlc ai Mlc llm Model Compilation
- Workflow:Scikit learn contrib Imbalanced learn SMOTE Resampling Pipeline
- Workflow:Elevenlabs Elevenlabs python Speech to Text Transcription
- Workflow:Rapidsai Cuml Multi GPU Distributed ML
- Workflow:Zai org CogVideo Diffusers LoRA Finetuning
- Workflow:Unstructured IO Unstructured Chunking And Embedding
Principles
- Principle:Huggingface Datatrove Document Tokenization
- Principle:Lucidrains X transformers Hybrid Discrete Continuous Tokens
- Principle:FlagOpen FlagEmbedding Finetuned Reranker Validation
- Principle:Mlfoundations Open flamingo WebDataset Data Pipeline
- Principle:CARLA simulator Carla Pedestrian Navigation Mesh
- Principle:DistrictDataLabs Yellowbrick Classification Report Visualization
- Principle:Scikit learn Scikit learn Bayesian Regression
- Principle:Scikit learn Scikit learn Learning Curve Analysis
- Principle:Huggingface Diffusers Single File Loading
- Principle:Princeton nlp Tree of thought llm Usage Tracking
Implementations
- Implementation:ARISE Initiative Robosuite Demo Sensor Corruption
- Implementation:Confident ai Deepeval KeyFileHandler
- Implementation:Tensorflow Tfjs Merge Test
- Implementation:Vespa engine Vespa Vespajlib ABI Spec
- Implementation:Unslothai Unsloth Evaluate OCR Model
- Implementation:ArroyoSystems Arroyo Create Connection Table
- Implementation:Pola rs Polars Buffer
- Implementation:Mit han lab Llm awq Pseudo quantize model weight
- Implementation:Huggingface Diffusers ControlNetModel Forward
- Implementation:OpenHands OpenHands SaasNestedConversationManager Maybe Start Agent Loop
Heuristics
- Heuristic:Facebookresearch Habitat lab Warning Deprecated Legacy UI System
- Heuristic:Snorkel team Snorkel Precision Init Prior
- Heuristic:Datahub project Datahub Docker Memory Preflight
- Heuristic:MarketSquare Robotframework browser Shared Node Process For Parallel
- Heuristic:Haosulab ManiSkill GPU Memory Buffer Tuning
- Heuristic:ThreeSR Awesome Inference Time Scaling Empty Venue Default Tip
- Heuristic:DataExpert io Data engineer handbook Docker Volume Persistence Management
- Heuristic:Haosulab ManiSkill Physics Solver Tuning
- Heuristic:BerriAI Litellm Streaming Loop Detection
- Heuristic:Unslothai Unsloth Gradient Accumulation Accuracy
Environments
- Environment:OWASP Www project top 10 for large language model applications Pydantic Invoice Agent Runtime
- Environment:AUTOMATIC1111 Stable diffusion webui Python And PyTorch Runtime
- Environment:Unstructured IO Unstructured GitHub Actions
- Environment:Allenai Open instruct CUDA GPU Training
- Environment:Datajuicer Data juicer Ray Cluster Environment
- Environment:Huggingface Alignment handbook Python TRL
- Environment:Ollama Ollama CGo Runtime
- Environment:Ray project Ray CI Build Matrix Environment
- Environment:Openai CLIP Python Dependencies
- Environment:Facebookresearch Audiocraft Python PyTorch CUDA Environment