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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:LaurentMazare Tch rs Transfer Learning
- Workflow:Turboderp org Exllamav2 Bulk Dataset Inference
- Workflow:Fede1024 Rust rdkafka Transactional Produce Consume
- Workflow:Evidentlyai Evidently Text Data Quality Evaluation
- Workflow:AUTOMATIC1111 Stable diffusion webui LoRA network application
- Workflow:Datahub project Datahub Java SDK V2 Entity Management
- Workflow:PeterL1n BackgroundMattingV2 Video matting inference
- Workflow:Isaac sim IsaacGymEnvs Factory Assembly Training
- Workflow:Openai Openai node Streaming To Client
- Workflow:TobikoData Sqlmesh Github CICD automation
Principles
- Principle:Norrrrrrr lyn WAInjectBench Image Embedding Initialization
- Principle:Scikit learn Scikit learn Density Estimation
- Principle:AnswerDotAI RAGatouille Document Reranking
- Principle:Fede1024 Rust rdkafka Client Configuration
- Principle:Apache Paimon Multi Format Reading
- Principle:Webdriverio Webdriverio iOS Automation
- Principle:Mit han lab Llm awq Pseudo Quantization
- Principle:Microsoft Onnxruntime Conversion Validation
- Principle:Hiyouga LLaMA Factory Dataset Format Conversion
- Principle:Heibaiying BigData Notes Storm Topology Wiring
Implementations
- Implementation:Huggingface Datatrove PIIFormatter
- Implementation:Lm sys FastChat HF Trainer Train FSDP
- Implementation:Princeton nlp Tree of thought llm Gpt Usage
- Implementation:Microsoft Playwright NodePlatform
- Implementation:Apache Airflow Metrics Template
- Implementation:NVIDIA NeMo Curator ImageNSFWFilterStage
- Implementation:Hpcaitech ColossalAI Model Utils
- Implementation:Helicone Helicone BuildIndexes
- Implementation:Datahub project Datahub DatahubEventEmitter Emit
- Implementation:Lance format Lance Java HnswBuildParams
Heuristics
- Heuristic:Apache Beam Warning Deprecated Twister2 Runner
- Heuristic:CarperAI Trlx Reward Model Layer Freezing
- Heuristic:Fede1024 Rust rdkafka Producer Flush Before Drop
- Heuristic:Haosulab ManiSkill Physics Solver Tuning
- Heuristic:Tensorflow Tfjs Memory Management With Tidy
- Heuristic:Scikit learn Scikit learn N Jobs Parallelism Tips
- Heuristic:Duckdb Duckdb Test Development Guidelines
- Heuristic:LaurentMazare Tch rs CuDNN Benchmark Mode
- Heuristic:ARISE Initiative Robosuite Numba BSOD Workaround
- Heuristic:Axolotl ai cloud Axolotl Gradient Checkpointing Reentrant Rules
Environments
- Environment:Huggingface Alignment handbook BitsAndBytes CUDA
- Environment:NVIDIA TransformerEngine GPU Compute Capability
- Environment:Spotify Luigi SQLAlchemy Database
- Environment:Lakeraai Pint benchmark Python 310 With Transformers
- Environment:VainF Torch Pruning LLM Pruning Dependencies
- Environment:Trailofbits Fickling Python Runtime
- Environment:Openclaw Openclaw Docker Deployment Environment
- Environment:Vllm project Vllm Distributed
- Environment:Bitsandbytes foundation Bitsandbytes HPU Gaudi Runtime
- Environment:Huggingface Alignment handbook Python Datasets