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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:Ggml org Llama cpp Embedding Extraction
- Workflow:Apache Spark Release Process
- Workflow:Google research Deduplicate text datasets Suffix array querying
- Workflow:Mlflow Mlflow Model Serving
- Workflow:Mlfoundations Open flamingo Data Preparation
- Workflow:Google deepmind Mujoco Simulation benchmarking
- Workflow:Vibrantlabsai Ragas Experiment Driven Development
- Workflow:NVIDIA TransformerEngine Comm GEMM Overlap Training
- Workflow:Neuml Txtai Model Training
- Workflow:Huggingface Datatrove Minhash Deduplication
Principles
- Principle:Eventual Inc Daft CSV Writing
- Principle:ARISE Initiative Robosuite Visual Feedback Wrapping
- Principle:LaurentMazare Tch rs Seq2Seq Dataset Loading
- Principle:LaurentMazare Tch rs PyO3 Tensor Bridge
- Principle:Turboderp org Exllamav2 Model Weight Loading
- Principle:Zai org CogVideo LLM Image Video Pipeline
- Principle:Langchain ai Langchain Chat Model Implementation
- Principle:Allenai Open instruct Reward Extraction
- Principle:Datahub project Datahub Metadata Object Construction
- Principle:Googleapis Python genai Local Tokenization
Implementations
- Implementation:DataExpert io Data engineer handbook Statsig Initialize
- Implementation:Huggingface Peft HRAModel
- Implementation:Apache Paimon FaissVectorIndexOptions Configuration
- Implementation:Huggingface Datatrove DiskWriter
- Implementation:Ggml org Ggml Ggml backend init best
- Implementation:Apache Paimon IndexManifestFile
- Implementation:Open compass VLMEvalKit VGRPBench Battleships
- Implementation:Run llama Llama index BaseQueryEngine
- Implementation:Huggingface Optimum GPTQQuantizer Post Init
- Implementation:Google deepmind Mujoco MJWarp Block Cholesky
Heuristics
- Heuristic:Openclaw Openclaw Config Cascade Resolution
- Heuristic:Deepseek ai Janus Bfloat16 Operation Workarounds
- Heuristic:Farama Foundation Gymnasium Render Mode Selection Guide
- Heuristic:Mlc ai Mlc llm OpenCL Memory Floor Workaround
- Heuristic:Volcengine Verl GPU Memory Utilization Tuning
- Heuristic:Anthropics Anthropic sdk python Retry Backoff Strategy
- Heuristic:PrefectHQ Prefect Retry Backoff Strategy
- Heuristic:Microsoft Playwright Browser Specific Workarounds
- Heuristic:Ggml org Ggml Thread Count Selection
- Heuristic:Microsoft DeepSpeedExamples ZeRO Inference Throughput Tuning
Environments
- Environment:Openai Evals Optional Provider APIs
- Environment:Apache Spark Kubernetes Runtime
- Environment:Allenai Open instruct Python 3 12 Runtime
- Environment:Zai org CogVideo Video Captioning Environment
- Environment:Bigscience workshop Petals CUDA Server
- Environment:Huggingface Alignment handbook BitsAndBytes CUDA
- Environment:Neuml Txtai Python Core Dependencies
- Environment:FlowiseAI Flowise Database Environment
- Environment:Apache Spark Python Environment
- Environment:OpenHands OpenHands Third Party Runtime Credentials