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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:DevExpress Testcafe Programmatic Test Execution
- Workflow:Neuml Txtai Agent Execution
- Workflow:Microsoft BIPIA White Box Defense Finetuning
- Workflow:Bentoml BentoML Model Store Management
- Workflow:Vibrantlabsai Ragas RAG Evaluation
- Workflow:NVIDIA TransformerEngine FP8 Training Quickstart
- Workflow:DataTalksClub Data engineering zoomcamp Spark Batch Processing
- Workflow:Sdv dev SDV Sequential data synthesis
- Workflow:Protectai Modelscan Programmatic Model Scanning
- Workflow:Vibrantlabsai Ragas Testset Generation
Principles
- Principle:Huggingface Datasets AudioFolder Dataset Building
- Principle:Triton inference server Server TRT LLM Server Launch
- Principle:Explodinggradients Ragas Agent Goal Accuracy Evaluation
- Principle:AUTOMATIC1111 Stable diffusion webui Diffusion Sampling Methods
- Principle:AUTOMATIC1111 Stable diffusion webui Merge output options
- Principle:Rapidsai Cuml Cluster Label Assignment
- Principle:OpenRLHF OpenRLHF Pairwise Ranking Loss
- Principle:Neuml Txtai RAG Query Execution
- Principle:Avhz RustQuant SABR Volatility
- Principle:Nightwatchjs Nightwatch Programmatic Test Execution
Implementations
- Implementation:NVIDIA TransformerEngine JAX Quantize Helper
- Implementation:Microsoft BIPIA VicunaWithSpecialToken
- Implementation:Open compass VLMEvalKit MATBench
- Implementation:Getgauge Taiko Gauge Run
- Implementation:Apache Paimon BTreeIndexReader
- Implementation:Apache Airflow Configuration Parser
- Implementation:Anthropics Anthropic sdk python Messages Create With Thinking
- Implementation:Ollama Ollama Convert Llama4
- Implementation:ARISE Initiative Robosuite JointTorqueController
- Implementation:Interpretml Interpret InteractionCore Hpp
Heuristics
- Heuristic:Norrrrrrr lyn WAInjectBench Union Ensemble Maximize Recall
- Heuristic:Lance format Lance Warning Deprecated Java APIs
- Heuristic:Apache Spark Hardware Provisioning Tips
- Heuristic:Gretelai Gretel synthetics Batch Size Divisibility Constraints
- Heuristic:Langchain ai Langgraph Retry Policy Configuration
- Heuristic:Huggingface Trl QLoRA BF16 Adapter Casting
- Heuristic:Facebookresearch Audiocraft Chroma Conditioning Cache Requirement
- Heuristic:Openai Openai agents python GPT 5 Reasoning Settings
- Heuristic:Isaac sim IsaacGymEnvs Determinism Performance Tradeoff
- Heuristic:Openai Openai python Warning Deprecated Legacy Response
Environments
- Environment:Google deepmind Dm control OSMesa Software Rendering
- Environment:Huggingface Open r1 Slurm Cluster
- Environment:Neuml Txtai Python Core Dependencies
- Environment:Google deepmind Dm control Python MuJoCo Runtime
- Environment:Deepspeedai DeepSpeed CUDA GPU Environment
- Environment:Risingwavelabs Risingwave Dashboard Node Environment
- Environment:DistrictDataLabs Yellowbrick Optional NLP Dependencies
- Environment:MaterializeInc Materialize Python CI Builder Runtime
- Environment:Lance format Lance Rust Toolchain
- Environment:Vespa engine Vespa Cosign Sigstore Signing