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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:Microsoft DeepSpeedExamples CIFAR10 Getting Started
- Workflow:Datajuicer Data juicer Distributed Ray Processing
- Workflow:Sail sg LongSpec Speculative Decoding Inference
- Workflow:Apache Dolphinscheduler Datasource Plugin Development
- Workflow:Turboderp org Exllamav2 EXL2 Model Conversion
- Workflow:Kubeflow Pipelines Iterative Model Training
- Workflow:Truera Trulens Snowflake Observability Pipeline
- Workflow:Microsoft Autogen Graph Based Agent Orchestration
- Workflow:Mlc ai Mlc llm Model Compilation
- Workflow:Openai CLIP Linear probe evaluation
Principles
- Principle:Unstructured IO Unstructured Element Model
- Principle:Cohere ai Cohere python Batch Embedding Jobs
- Principle:Langchain ai Langgraph Interrupt Definition
- Principle:Huggingface Transformers Model Evaluation
- Principle:Sail sg LongSpec Evaluation Callback Pipeline
- Principle:Iterative Dvc Lockfile And Cache Update
- Principle:Recommenders team Recommenders News Model Training
- Principle:SeldonIO Seldon core Usage Metrics Data Model
- Principle:Truera Trulens Session Initialization
- Principle:Nautechsystems Nautilus trader Historical Data Wrangling
Implementations
- Implementation:FlowiseAI Flowise UpdateChatflow Public
- Implementation:Kornia Kornia VisionTransformer
- Implementation:Datahub project Datahub Spark Submit Agent JAR
- Implementation:Datajuicer Data juicer RemoveLongWordsMapper
- Implementation:Infiniflow Ragflow NextSearchHooks
- Implementation:Anthropics Anthropic sdk python BetaToolComputerUse 20251124
- Implementation:Langchain ai Langgraph Langgraph Build Command
- Implementation:FlowiseAI Flowise ViewHeader
- Implementation:Mlc ai Mlc llm KV Cache
- Implementation:Unstructured IO Unstructured Golden File Fixtures Collaboration
Heuristics
- Heuristic:Lance format Lance Vector Index Tuning
- Heuristic:Duckdb Duckdb Version Sync Across Files
- Heuristic:Deepspeedai DeepSpeed ZeRO Pipeline Incompatibility
- Heuristic:Princeton nlp Tree of thought llm Ad Hoc Value Map Scoring
- Heuristic:Huggingface Alignment handbook QLoRA Learning Rate Scaling
- Heuristic:Pytorch Serve CPU Performance Tuning
- Heuristic:LLMBook zh LLMBook zh github io DPO Beta Hyperparameter
- Heuristic:LaurentMazare Tch rs MPS Weight Loading Workaround
- Heuristic:Trailofbits Fickling Allowlist Maintenance
- Heuristic:Scikit learn Scikit learn Data Leakage Prevention
Environments
- Environment:Treeverse LakeFS LakeFS Server Environment
- Environment:Huggingface Trl vLLM Generation Environment
- Environment:Langfuse Langfuse PostgreSQL 17
- Environment:Apache Kafka Committer Tools Environment
- Environment:Cleanlab Cleanlab Image Quality Dependencies
- Environment:Openclaw Openclaw Docker Deployment Environment
- Environment:Apache Dolphinscheduler ZooKeeper Registry
- Environment:Huggingface Trl Quantization Environment
- Environment:Datahub project Datahub Python 3 10 Ingestion Environment
- Environment:Confident ai Deepeval LLM Provider Credentials