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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:Deepset ai Haystack Document Indexing Pipeline
- Workflow:Triton inference server Server LLM Deployment With TRT LLM
- Workflow:Pytorch Serve Large Model Inference
- Workflow:AUTOMATIC1111 Stable diffusion webui Image to image generation
- Workflow:Truera Trulens LangGraph Agent Evaluation
- Workflow:Zai org CogVideo Video Captioning
- Workflow:Turboderp org Exllamav2 Bulk Dataset Inference
- Workflow:MaterializeInc Materialize Upgrade Testing
- Workflow:Marker Inc Korea AutoRAG Evaluation Data Creation
- Workflow:Dotnet Machinelearning ONNX Model Scoring
Principles
- Principle:Spcl Graph of thoughts Keyword Counting Prompt Design
- Principle:Huggingface Diffusers Video Pipeline Selection
- Principle:Scikit learn Scikit learn Neural Networks
- Principle:TobikoData Sqlmesh Unit Test Execution
- Principle:OpenGVLab InternVL SentencePiece BPE Tokenization
- Principle:Langfuse Langfuse Trace and Observation Event Generation
- Principle:Truera Trulens Session Initialization
- Principle:Haifengl Smile SQL Metadata Exploration
- Principle:Unslothai Unsloth GRPO Reinforcement Learning
- Principle:Nightwatchjs Nightwatch Cucumber Dependency Setup
Implementations
- Implementation:NVIDIA TransformerEngine CPU Offload
- Implementation:Googleapis Python genai Models Generate Content Cached
- Implementation:Neuml Txtai Embeddings Upsert
- Implementation:Alibaba ROLL ContextParallelGather
- Implementation:Datajuicer Data juicer CalibrateQueryMapper
- Implementation:Tencent Ncnn C API
- Implementation:Liu00222 Open Prompt Injection CombineAttacker inject
- Implementation:Openai Openai node Eval Run OutputItems
- Implementation:Bentoml BentoML GrpcClient
- Implementation:Apache Paimon SlicedSplit
Heuristics
- Heuristic:Norrrrrrr lyn WAInjectBench NaN Inf Fallback FP32 Recovery
- Heuristic:ArroyoSystems Arroyo Parallelism Configuration
- Heuristic:Microsoft DeepSpeedExamples SuperOffload NUMA Binding
- Heuristic:Openai Openai python Warning Deprecated Eval Stored Completions
- Heuristic:Duckdb Duckdb Sanitizer Configuration
- Heuristic:Arize ai Phoenix Notebook Event Loop Patching
- Heuristic:Testtimescaling Testtimescaling github io Persist Credentials False
- Heuristic:Gretelai Gretel synthetics Mixed Precision Training Tradeoff
- Heuristic:Nautechsystems Nautilus trader Inflight Order Check Threshold
- Heuristic:DistrictDataLabs Yellowbrick Model Fitted State Detection
Environments
- Environment:LLMBook zh LLMBook zh github io HuggingFace Transformers Stack
- Environment:Helicone Helicone Docker Compose Infrastructure
- Environment:Mlfoundations Open flamingo WebDataset Training Dependencies
- Environment:Microsoft DeepSpeedExamples SuperOffload Runtime
- Environment:Anthropics Anthropic sdk python GCP Vertex Environment
- Environment:ChenghaoMou Text dedup Python 3 12 Environment
- Environment:Alibaba ROLL Diffusion Video Environment
- Environment:Mage ai Mage ai Singer SDK And Joblib Runtime
- Environment:Evidentlyai Evidently Grafana Monitoring Environment
- Environment:Risingwavelabs Risingwave Python Tooling Environment