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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:Iamhankai Forest of Thought FoT Benchmark Evaluation
- Workflow:Apache Spark Kubernetes Deployment
- Workflow:Heibaiying BigData Notes Hive Data Warehouse Operations
- Workflow:Mistralai Client python OCR Document Processing
- Workflow:Microsoft Agent framework Declarative Agent Definition
- Workflow:Openai Openai python Responses API Text Generation
- Workflow:FlagOpen FlagEmbedding Reranker Finetuning
- Workflow:Pyro ppl Pyro VAE Training
- Workflow:Ucbepic Docetl Playground Interactive Development
- Workflow:Microsoft Semantic kernel Process Orchestration
Principles
- Principle:Langgenius Dify Retrieval Testing
- Principle:Groq Groq python Batch Job Creation
- Principle:Ollama Ollama CLIStartup
- Principle:Langchain ai Langchain Provider API Invocation
- Principle:FlowiseAI Flowise Prompt Management
- Principle:Zai org CogVideo Latent Perceptual Loss
- Principle:SeleniumHQ Selenium Driver Service Lifecycle
- Principle:CrewAIInc CrewAI State Persistence
- Principle:Apache Spark K8s Resource Configuration
- Principle:Scikit learn Scikit learn Column Composition
Implementations
- Implementation:Microsoft DeepSpeedExamples BingBert Turing FileUtils
- Implementation:Iterative Dvc Match Defs Renderers
- Implementation:Openclaw Openclaw Globals CLI State
- Implementation:Unstructured IO Unstructured Golden File Fixtures Local
- Implementation:MaterializeInc Materialize ResolvedImage Fingerprint
- Implementation:Microsoft Semantic kernel Concepts OpenAPI Resource
- Implementation:Avhz RustQuant Accumulate
- Implementation:SeleniumHQ Selenium Closure Promise
- Implementation:Facebookresearch Audiocraft MultiScaleDiscriminator
- Implementation:Haifengl Smile Model Discovery REST API
Heuristics
- Heuristic:Langgenius Dify Env Sync Upgrade Strategy
- Heuristic:Neuml Txtai MacOS Stability Workarounds
- Heuristic:Datajuicer Data juicer Partition Size Tuning
- Heuristic:DataExpert io Data engineer handbook Flink Checkpointing Interval Tuning
- Heuristic:Recommenders team Recommenders SAR Cold Start Items
- Heuristic:Zai org CogVideo DeepSpeed Checkpoint Conversion Tips
- Heuristic:Eventual Inc Daft Execution Config Tuning
- Heuristic:Treeverse LakeFS S3 Multipart Size Constraint
- Heuristic:Mlc ai Mlc llm GPU Memory Budget Tuning
- Heuristic:NVIDIA DALI Warning Deprecated C API V1 Functions
Environments
- Environment:Dagster io Dagster Python 3 10 Runtime
- Environment:NVIDIA DALI TensorFlow Environment
- Environment:Apache Kafka Docker Build Environment
- Environment:InternLM Lmdeploy Build From Source
- Environment:Openai Evals Optional Provider APIs
- Environment:Haifengl Smile Java 25 Runtime
- Environment:Mlflow Mlflow Docker Container Environment
- Environment:OWASP Www project top 10 for large language model applications PR Description Generator Runtime
- Environment:Alibaba MNN CPU Build Environment
- Environment:PacktPublishing LLM Engineers Handbook Docker MongoDB Qdrant Infrastructure