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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:Facebookresearch Audiocraft MusicGen Text To Music Inference
- Workflow:Hiyouga LLaMA Factory PPO RLHF Training
- Workflow:Testtimescaling Testtimescaling github io Automated Citation Tracking
- Workflow:Langchain ai Langgraph ReAct Agent Creation
- Workflow:Marker Inc Korea AutoRAG RAG Pipeline Optimization
- Workflow:ChenghaoMou Text dedup MinHash LSH Deduplication
- Workflow:Avhz RustQuant Yield Curve Construction
- Workflow:Dotnet Machinelearning ONNX Model Scoring
- Workflow:TobikoData Sqlmesh Plan and apply deployment
- Workflow:Haotian liu LLaVA Web Demo Deployment
Principles
- Principle:ArroyoSystems Arroyo Connection Testing
- Principle:Haifengl Smile SQL Metadata Exploration
- Principle:MaterializeInc Materialize Randomized Chaos Testing
- Principle:Snorkel team Snorkel Slice Aware Data Preparation
- Principle:Huggingface Alignment handbook LLM Evaluation Benchmarks
- Principle:Huggingface Datasets Schema Casting
- Principle:Allenai Open instruct SFT Dataset Preparation
- Principle:Ggml org Llama cpp CLI Argument Parsing
- Principle:MarketSquare Robotframework browser Installation Path Selection
- Principle:Kornia Kornia Gradient Edge Detection
Implementations
- Implementation:Apache Airflow Provider Release Tooling
- Implementation:OpenRLHF OpenRLHF DeepspeedStrategy create optimizer
- Implementation:Huggingface Datatrove InferenceRunner
- Implementation:Evidentlyai Evidently Pydantic Utils
- Implementation:Treeverse LakeFS Java SDK Model RevertCreation
- Implementation:Marker Inc Korea AutoRAG Extract Best Config
- Implementation:Duckdb Duckdb Mbedtls Hash
- Implementation:Vllm project Vllm Marlin Template
- Implementation:Open compass VLMEvalKit TamperBench Utils
- Implementation:Haosulab ManiSkill Pose
Heuristics
- Heuristic:Fede1024 Rust rdkafka Cooperative Rebalance Protocol
- Heuristic:Shiyu coder Kronos Sampling Temperature Tuning
- Heuristic:Openai CLIP CLIP Normalization Constants
- Heuristic:ContextualAI HALOs Humanline Clamping
- Heuristic:Intel Ipex llm NF4 Quantization Best Practice
- Heuristic:OpenRLHF OpenRLHF Packing Samples Efficiency Tip
- Heuristic:OpenRLHF OpenRLHF Gradient Checkpointing Memory Tip
- Heuristic:Tencent Ncnn Vulkan Pipeline Warmup
- Heuristic:Lance format Lance Vector Index Tuning
- Heuristic:DistrictDataLabs Yellowbrick Model Fitted State Detection
Environments
- Environment:Bitsandbytes foundation Bitsandbytes ROCm AMD Environment
- Environment:Alibaba MNN HuggingFace Ecosystem Environment
- Environment:Alibaba MNN ARM Mobile Environment
- Environment:Huggingface Alignment handbook Python Transformers
- Environment:Wandb Weave Python SDK Runtime
- Environment:Huggingface Diffusers Attention Backends
- Environment:Openai Evals OpenAI API Configuration
- Environment:LMCache LMCache NIXL Transfer Library
- Environment:Microsoft Playwright Node Runtime Environment
- Environment:OpenHands OpenHands Integration Credentials