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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:Googleapis Python genai Function Calling and Tools
- Workflow:Iamhankai Forest of Thought Game24 Forest Solving
- Workflow:Bentoml BentoML Service Definition And Local Serving
- Workflow:Avhz RustQuant Yield Curve Construction
- Workflow:Eric mitchell Direct preference optimization Custom Dataset Integration
- Workflow:Rapidsai Cuml Sklearn Zero Code Acceleration
- Workflow:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Data Ingestion
- Workflow:Volcengine Verl GRPO Training Pipeline
- Workflow:Vllm project Vllm Vision Language Inference
- Workflow:Huggingface Optimum Model Export
Principles
- Principle:Norrrrrrr lyn WAInjectBench Supervised Training Loop
- Principle:Mlflow Mlflow Trace Assessment
- Principle:Openai Openai agents python Agent Definition
- Principle:Ollama Ollama ChatTemplate
- Principle:Explodinggradients Ragas Testset Export
- Principle:Deepspeedai DeepSpeed Inference Configuration
- Principle:Astronomer Astronomer cosmos Project Path Configuration
- Principle:Neuml Txtai Speech Synthesis
- Principle:Fede1024 Rust rdkafka Mock Cluster Creation
- Principle:Apache Airflow RC Build Signing
Implementations
- Implementation:Sktime Pytorch forecasting Trainer Fit
- Implementation:Protectai Llm guard Output BanCode
- Implementation:Sgl project Sglang Marlin Dequant
- Implementation:NVIDIA TransformerEngine JAX Cpp Activation
- Implementation:CrewAIInc CrewAI XML Search Tool
- Implementation:Apache Paimon ExpireConfig
- Implementation:Tensorflow Serving Resource Util Test
- Implementation:SeleniumHQ Selenium WebDriver Navigation And Element Interaction
- Implementation:LaurentMazare Tch rs Layer Norm
- Implementation:DevExpress Testcafe ApiBasedCompiler
Heuristics
- Heuristic:CarperAI Trlx Batch Size Tuning
- Heuristic:MarketSquare Robotframework browser GRPC Response Chunking
- Heuristic:Duckdb Duckdb Version Sync Across Files
- Heuristic:OpenGVLab InternVL Loss Reduction Strategy
- Heuristic:Vespa engine Vespa Config Polling Timeout Tuning
- Heuristic:OpenBMB UltraFeedback Position Bias Mitigation
- Heuristic:Microsoft Semantic kernel Telemetry Log Level Configuration
- Heuristic:Mistralai Client python Stream File Uploads
- Heuristic:TobikoData Sqlmesh Model Change Categorization
- Heuristic:ChenghaoMou Text dedup Bloom Filter Single Process
Environments
- Environment:Huggingface Peft Python Core Dependencies
- Environment:Speechbrain Speechbrain PyTorch CUDA Runtime
- Environment:Kserve Kserve Leader Worker Set
- Environment:Volcengine Verl Megatron Core Environment
- Environment:EvolvingLMMs Lab Lmms eval Server Mode Environment
- Environment:Apache Airflow Development Contributor Environment
- Environment:LMCache LMCache VLLM Serving Engine
- Environment:PrefectHQ Prefect Python Runtime Environment
- Environment:Vllm project Vllm Buildkite
- Environment:Snorkel team Snorkel PySpark