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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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|---|---|---|
| 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:CarperAI Trlx SFT Instruction Tuning
- Workflow:ClickHouse ClickHouse Contributing Pull Request
- Workflow:VainF Torch Pruning LLM Structural Pruning
- Workflow:Ggml org Llama cpp Model Perplexity Evaluation
- Workflow:NVIDIA TransformerEngine Accelerate HF Llama With TE
- Workflow:Bitsandbytes foundation Bitsandbytes 4bit QLoRA Inference
- Workflow:SeleniumHQ Selenium Selenium Grid Deployment
- Workflow:Langfuse Langfuse Prompt management lifecycle
- Workflow:Apache Kafka Coordinator Runtime Lifecycle
- Workflow:Getgauge Taiko Form Interaction Testing
Principles
- Principle:Online ml River Estimator Validation Framework
- Principle:Alibaba MNN Diffusion MNN Conversion
- Principle:BerriAI Litellm Integration Selection
- Principle:Volcengine Verl Policy Loss Optimization
- Principle:Pytorch Serve Inference Handler Development
- Principle:Apache Paimon FAISS Index Configuration
- Principle:Googleapis Python genai History Management
- Principle:Open compass VLMEvalKit Video Inference Orchestration
- Principle:Google deepmind Mujoco Binary Model Loading
- Principle:Facebookresearch Audiocraft Latent Decoding and Audio Output
Implementations
- Implementation:Huggingface Open r1 Run Benchmark Jobs
- Implementation:Haotian liu LLaVA Load Pretrained Model
- Implementation:OpenHands OpenHands ResendKeycloakSync
- Implementation:Farama Foundation Gymnasium EzPickle
- Implementation:Rapidsai Cuml MulticlassClassifiers
- Implementation:Online ml River FeatureSelection SelectKBest
- Implementation:NVIDIA NeMo Curator Wikipedia URLGenerator
- Implementation:Apache Paimon AuthFactory
- Implementation:Huggingface Datatrove LineStats
- Implementation:TobikoData Sqlmesh MessageContainer
Heuristics
- Heuristic:LMCache LMCache Health Monitor Thresholds
- Heuristic:EvolvingLMMs Lab Lmms eval Memory Cleanup After Inference
- Heuristic:PeterL1n BackgroundMattingV2 Training Batch Size And Resolution
- Heuristic:Truera Trulens Rate Limiting And Retry Strategy
- Heuristic:Google research Deduplicate text datasets Ulimit File Descriptors For Merge
- Heuristic:Farama Foundation Gymnasium Render Mode Selection Guide
- Heuristic:Haifengl Smile Quarkus Async Context Handling
- Heuristic:Langchain ai Langchain Deprecation Version Tracking
- Heuristic:Danijar Dreamerv3 Adaptive Gradient Clipping
- Heuristic:LLMBook zh LLMBook zh github io Deduplication Ngram Threshold
Environments
- Environment:Mlc ai Mlc llm CUDA GPU Environment
- Environment:Cleanlab Cleanlab Datalab Dependencies
- Environment:Ray project Ray CI Build Matrix Environment
- Environment:Mlfoundations Open flamingo HuggingFace Open CLIP Dependencies
- Environment:Eric mitchell Direct preference optimization PyTorch CUDA
- Environment:Microsoft BIPIA Python CUDA GPU Environment
- Environment:Vllm project Vllm CUDA Runtime
- Environment:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Python Environment
- Environment:Spotify Luigi AWS S3 Storage
- Environment:OpenRLHF OpenRLHF Ray Distributed Environment