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1,118
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:Sgl project Sglang ModelOpt Quantization And Export
- Workflow:Ollama Ollama Safetensors To GGUF Conversion
- Workflow:Dagster io Dagster ML Pipeline
- Workflow:Alibaba ROLL RLVR Training Pipeline
- Workflow:Dagster io Dagster Modal Serverless Pipeline
- Workflow:PacktPublishing LLM Engineers Handbook Dataset Generation
- Workflow:Open compass VLMEvalKit Adding Custom VLM
- Workflow:Princeton nlp SimPO On Policy Data Generation
- Workflow:NVIDIA NeMo Curator Image Curation Pipeline
- Workflow:Huggingface Datatrove FineWeb Dataset Creation
Principles
- Principle:Facebookresearch Audiocraft Sample Management
- Principle:Huggingface Peft LoRA Configuration
- Principle:DistrictDataLabs Yellowbrick Regularization Tuning
- Principle:PeterL1n BackgroundMattingV2 Checkpoint management
- Principle:Apache Airflow Provider Release Process
- Principle:Lucidrains X transformers Preference Data Preparation
- Principle:Ggml org Llama cpp Parallel Request Handling
- Principle:CrewAIInc CrewAI Baseline Crew Configuration
- Principle:Apache Druid Dimension Measure Configuration
- Principle:Zai org CogVideo Video Reconstruction Loss
Implementations
- Implementation:OpenGVLab InternVL Run LLaVA CLI
- Implementation:Google deepmind Mujoco Engine Vis Init
- Implementation:Tensorflow Serving HTTPServer
- Implementation:Facebookresearch Audiocraft Export pretrained compression model
- Implementation:Langfuse Langfuse Model Pricing Validation
- Implementation:Tensorflow Tfjs Regularizers
- Implementation:Microsoft Playwright Protocol Serializers
- Implementation:Truera Trulens Record Viewer Types
- Implementation:Ucbepic Docetl MapOptimizer Optimizer
- Implementation:Risingwavelabs Risingwave Cluster API
Heuristics
- Heuristic:Huggingface Optimum Version Conditional Behavior
- Heuristic:Tensorflow Tfjs Memory Management With Tidy
- Heuristic:Microsoft LoRA LoRA Init Strategy
- Heuristic:Anthropics Anthropic sdk python Retry Backoff Strategy
- Heuristic:Fastai Fastbook Learning Rate Finder Rule
- Heuristic:ThreeSR Awesome Inference Time Scaling Duplicate Detection By Title
- Heuristic:Heibaiying BigData Notes HBase Connection Thread Safety Tip
- Heuristic:Online ml River Hoeffding Tree Grace Period Tuning
- Heuristic:Bitsandbytes foundation Bitsandbytes CuBLAS Int8 Dimension Alignment
- Heuristic:Nightwatchjs Nightwatch Timeout And Retry Tuning
Environments
- Environment:Microsoft Semantic kernel DotNet SDK Environment
- Environment:Obss Sahi Python Pycocotools
- Environment:LMCache LMCache Python Runtime
- Environment:ThreeSR Awesome Inference Time Scaling Semantic Scholar API Environment
- Environment:Sdv dev SDV GPU CUDA Support
- Environment:LLMBook zh LLMBook zh github io PyTorch CUDA GPU Environment
- Environment:Avhz RustQuant Rust Stable
- Environment:Infiniflow Ragflow Data Source Credentials
- Environment:Ucbepic Docetl Frontend Node Environment
- Environment:Kserve Kserve Python Runtime