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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:Evidentlyai Evidently Text Data Quality Evaluation
- Workflow:Mbzuai oryx Awesome LLM Post training Awesome List Curation
- Workflow:Deepset ai Haystack Document Preprocessing Pipeline
- Workflow:InternLM Lmdeploy W4A16 AWQ Quantization
- Workflow:Norrrrrrr lyn WAInjectBench Embedding Classifier Training
- Workflow:OpenRLHF OpenRLHF SFT Training
- Workflow:DataExpert io Data engineer handbook Dimensional Data Modeling Environment Setup
- Workflow:Speechbrain Speechbrain Text to Speech Training
- Workflow:SeldonIO Seldon core Production Monitoring Pipeline
- Workflow:Apache Dolphinscheduler RPC Service Communication
Principles
- Principle:Langchain ai Langchain Release Preparation
- Principle:Puppeteer Puppeteer Browser Version Verification
- Principle:Googleapis Python genai Local Tokenization
- Principle:PrefectHQ Prefect Frontend Build Optimization
- Principle:Open compass VLMEvalKit Results Summarization
- Principle:Apache Dolphinscheduler RPC Server Handler
- Principle:Langchain ai Langgraph Store Batch Operations
- Principle:Ggml org Llama cpp Diffusion Text Generation
- Principle:Interpretml Interpret Debug And Logging
- Principle:Ggml org Llama cpp Terminal IO
Implementations
- Implementation:Openai Openai python Completion Usage Model
- Implementation:Kserve Kserve LLM Worker Template
- Implementation:Google deepmind Dm control Variation Math
- Implementation:Datajuicer Data juicer TsvFormatter
- Implementation:PeterL1n BackgroundMattingV2 VideoDataset
- Implementation:Lm sys FastChat Build Side By Side Arena Named UI
- Implementation:Facebookresearch Habitat lab SessionRecorder init
- Implementation:Apache Dolphinscheduler FailoverCoordinator GlobalFailover
- Implementation:Apache Kafka CoordinatorRuntime OnMetadataUpdate
- Implementation:Huggingface Datasets SparkDatasetReader
Heuristics
- Heuristic:Princeton nlp SimPO Concatenated Forward Pass
- Heuristic:Togethercomputer Together python Fine Tuning Parameter Validation
- Heuristic:DevExpress Testcafe Concurrency Factor Limit
- Heuristic:NVIDIA DALI Batch Size Tuning
- Heuristic:Dotnet Machinelearning Sparsity Threshold Optimization
- Heuristic:Princeton nlp Tree of thought llm API Request Batching
- Heuristic:Mbzuai oryx Awesome LLM Post training Reference Citation Cap 200
- Heuristic:BerriAI Litellm Token Counting Buffer
- Heuristic:Neuml Txtai Faiss Index Sizing Tip
- Heuristic:Iamhankai Forest of Thought Tree Iteration Scaling
Environments
- Environment:Langgenius Dify Python Backend Environment
- Environment:BerriAI Litellm PostgreSQL Database
- Environment:MaterializeInc Materialize Buildkite CI Runtime
- Environment:Apache Beam Java Build Environment
- Environment:Risingwavelabs Risingwave Docker Deployment Environment
- Environment:Vespa engine Vespa CMake Cpp23 Build Environment
- Environment:Zai org CogVideo Diffusers Inference Environment
- Environment:Recommenders team Recommenders Spark Environment
- Environment:Microsoft LoRA PyTorch CUDA Environment
- Environment:Datajuicer Data juicer Ray Cluster Environment