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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:Speechbrain Speechbrain Speaker Embedding Training
- Workflow:Huggingface Diffusers LoRA Finetuning
- Workflow:Deepset ai Haystack Extractive QA Pipeline
- Workflow:Apache Dolphinscheduler RPC Service Communication
- Workflow:PacktPublishing LLM Engineers Handbook Feature Engineering
- Workflow:Deepset ai Haystack RAG Evaluation Pipeline
- Workflow:FlowiseAI Flowise Document Store Ingestion
- Workflow:LaurentMazare Tch rs Transfer Learning
- Workflow:Vllm project Vllm OpenAI Compatible Serving
- Workflow:Pola rs Polars Data IO and Format Conversion
Principles
- Principle:Huggingface Datatrove Document Level Statistics
- Principle:Cleanlab Cleanlab Sklearn Compatible PyTorch Classifier
- Principle:Hiyouga LLaMA Factory Mixture of Experts
- Principle:Mlflow Mlflow Run Management
- Principle:Helicone Helicone Provider Communication
- Principle:Microsoft Semantic kernel Plugin Registration
- Principle:Neuml Txtai Workflow Scheduling
- Principle:Langchain ai Langgraph Language Model Configuration
- Principle:Langchain ai Langgraph Chatbot Simulation Evaluation
- Principle:Ucbepic Docetl Pipeline Configuration
Implementations
- Implementation:TobikoData Sqlmesh WebClient OpenAPI Spec
- Implementation:Apache Shardingsphere DatabaseMetaDataChangedListener OnChange
- Implementation:DataExpert io Data engineer handbook Namedtuple CreateDataFrame Pattern
- Implementation:Mlc ai Mlc llm Router Translate request
- Implementation:Microsoft DeepSpeedExamples Write Benchmark Log
- Implementation:Ggml org Llama cpp GGUF Split
- Implementation:NVIDIA TransformerEngine FusedSGD
- Implementation:EvolvingLMMs Lab Lmms eval Evaluation Shell Script
- Implementation:Huggingface Diffusers Modular Auto Docstring
- Implementation:Speechbrain Speechbrain Brain Evaluate With ErrorRateStats
Heuristics
- Heuristic:Huggingface Datatrove FineWeb Filter Pipeline Order
- Heuristic:Snorkel team Snorkel NLP Preprocessor Memoization
- Heuristic:Cleanlab Cleanlab Confident Threshold Heuristic
- Heuristic:Zai org CogVideo Training Hyperparameter Defaults
- Heuristic:Openai Whisper Compression Ratio Threshold
- Heuristic:Hiyouga LLaMA Factory Mixed Precision Training Tips
- Heuristic:Facebookresearch Habitat lab VER Tuning Guidelines
- Heuristic:Astronomer Astronomer cosmos Deprecation Migration Paths
- Heuristic:AnswerDotAI RAGatouille In Memory Reranking Limits
- Heuristic:Kserve Kserve Prefix Cache Consistency
Environments
- Environment:Dagster io Dagster PostgreSQL Storage
- Environment:Huggingface Transformers BitsAndBytes Quantization Env
- Environment:Guardrails ai Guardrails Python 3 10 Runtime
- Environment:Explodinggradients Ragas Google Drive Backend Environment
- Environment:FlowiseAI Flowise Docker Environment
- Environment:Spotify Luigi AWS S3 Storage
- Environment:Apache Dolphinscheduler Node Pnpm Runtime
- Environment:Mistralai Client python Realtime Transcription Environment
- Environment:EvolvingLMMs Lab Lmms eval GPU Compute Environment
- Environment:Mlflow Mlflow OpenAI LLM Integration Environment