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Total Pages
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:Norrrrrrr lyn WAInjectBench Text Prompt Injection Detection
- Workflow:ArroyoSystems Arroyo Checkpoint Recovery
- Workflow:PacktPublishing LLM Engineers Handbook RAG Inference
- Workflow:VainF Torch Pruning CNN Pruning
- Workflow:Huggingface Peft LoRA Causal LM Finetuning
- Workflow:Apache Paimon Table Read Write
- Workflow:Mbzuai oryx Awesome LLM Post training Awesome List Curation
- Workflow:Mit han lab Llm awq HuggingFace Model Export
- Workflow:CARLA simulator Carla Autonomous Navigation
- Workflow:MaterializeInc Materialize Docker Image Build
Principles
- Principle:Recommenders team Recommenders Benchmark Results Compilation
- Principle:Dotnet Machinelearning Gradient Boosted Tree Histogram
- Principle:Ucbepic Docetl Document Length Assessment
- Principle:Allenai Open instruct Tokenizer Configuration
- Principle:Ggml org Llama cpp LoRA Adapter Acquisition
- Principle:Huggingface Datasets Hub Metadata Configs
- Principle:Openclaw Openclaw Gateway Restart
- Principle:MarketSquare Robotframework browser Test Cleanup and Failure Handling
- Principle:Huggingface Datasets Split Definition
- Principle:Ggml org Ggml Vision Encoder Execution
Implementations
- Implementation:Mistralai Client python GCP ChatCompletionRequest
- Implementation:Isaac sim IsaacGymEnvs VecTask Subclass Pattern
- Implementation:Turboderp org Exllamav2 Ext Norm
- Implementation:Ggml org Llama cpp Pydantic Example
- Implementation:Pyro ppl Pyro MixtureOfDiagNormals
- Implementation:LLMBook zh LLMBook zh github io CleanerSubstitutePassageIDCard Clean Single Text
- Implementation:Huggingface Datatrove ExactDedupSignature
- Implementation:ArroyoSystems Arroyo Stdout Connector
- Implementation:Lance format Lance Java Branch
- Implementation:EvolvingLMMs Lab Lmms eval MathVision Eval Utils
Heuristics
- Heuristic:Apache Druid Sampler Limitations And Workarounds
- Heuristic:Triton inference server Server Documentation Standards
- Heuristic:Online ml River ARF Drift Detection Sensitivity
- Heuristic:Fastai Fastbook Batch Size Selection
- Heuristic:Explodinggradients Ragas Deprecation Migration Guide
- Heuristic:Apache Beam Lock Contention Batching
- Heuristic:Apache Paimon Vector Index Configuration Tips
- Heuristic:Huggingface Datasets Parquet Shard Sizing
- Heuristic:Speechbrain Speechbrain Gradient Clipping Strategy
- Heuristic:Pytorch Serve LLM Timeout Configuration
Environments
- Environment:Intel Ipex llm Windows Environment
- Environment:Microsoft LoRA PyTorch CUDA Environment
- Environment:Evidentlyai Evidently Python Core Environment
- Environment:Evidentlyai Evidently Node Frontend Environment
- Environment:OpenRLHF OpenRLHF vLLM Environment
- Environment:Axolotl ai cloud Axolotl Multi GPU
- Environment:ArroyoSystems Arroyo PostgreSQL Database
- Environment:Sgl project Sglang Python Dependencies
- Environment:Apache Hudi Docker Demo Environment
- Environment:Pola rs Polars Rust Build Environment