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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:Run llama Llama index Embedding Finetuning
- Workflow:NVIDIA DALI Video Processing Pipeline
- Workflow:Sgl project Sglang Online Serving With OpenAI API
- Workflow:Microsoft Onnxruntime Train Convert Predict
- Workflow:Google deepmind Dm control MJCF Model Composition
- Workflow:Googleapis Python genai Model Fine Tuning
- Workflow:Google deepmind Mujoco Interactive simulation
- Workflow:Unstructured IO Unstructured Document Partitioning
- Workflow:PrefectHQ Prefect API Sourced ETL
- Workflow:Turboderp org Exllamav2 Multimodal Vision Inference
Principles
- Principle:Sktime Pytorch forecasting Estimator Conformance Testing
- Principle:Ucbepic Docetl LLM Powered Text Extraction
- Principle:DataTalksClub Data engineering zoomcamp Merge Upsert
- Principle:ARISE Initiative Robosuite Input Device Abstraction
- Principle:Scikit learn Scikit learn Train Test Splitting
- Principle:Google deepmind Dm control Domain Randomization
- Principle:FlagOpen FlagEmbedding Knowledge Distillation Scoring
- Principle:Ggml org Llama cpp Structured Output
- Principle:Microsoft Playwright Assertion and Verification
- Principle:ClickHouse ClickHouse Test Result Analysis
Implementations
- Implementation:Langgenius Dify I18n Common Translations
- Implementation:Togethercomputer Together python FineTuning Monitoring
- Implementation:Lucidrains X transformers Paired Sequence Generator Pattern
- Implementation:Cypress io Cypress GetNextVersionForBinary
- Implementation:Teamcapybara Capybara Selector Table
- Implementation:Astronomer Astronomer cosmos DatabricksTokenProfileMapping
- Implementation:CarperAI Trlx Default ILQL Config
- Implementation:FlagOpen FlagEmbedding BGE Coder Run Generation
- Implementation:Ggml org Llama cpp Base64
- Implementation:Ucbepic Docetl UseDecomposeWebSocket
Heuristics
- Heuristic:ContextualAI HALOs Humanline Clamping
- Heuristic:Scikit learn Scikit learn Random State Management
- Heuristic:Apache Airflow Memory Management Tips
- Heuristic:Allenai Open instruct GPU Memory Utilization
- Heuristic:Openai Openai python Structured Output Strict Schema
- Heuristic:Run llama Llama index Batch Eval Retry Strategy
- Heuristic:Romsto Speculative Decoding KV Cache Instability
- Heuristic:Mlfoundations Open flamingo Deterministic Shard Shuffling
- Heuristic:Tensorflow Tfjs GPU Pipeline Data Residency
- Heuristic:Farama Foundation Gymnasium Shared Memory Vector Env Optimization
Environments
- Environment:Intel Ipex llm XPU Finetuning Environment
- Environment:Norrrrrrr lyn WAInjectBench OpenAI API Credentials
- Environment:Kubeflow Kubeflow Istio Certmanager Dex Environment
- Environment:Dagster io Dagster Container Resource Monitoring
- Environment:Huggingface Peft Optional Quantization Backends
- Environment:Gretelai Gretel synthetics Python Base Environment
- Environment:Sgl project Sglang Grafana
- Environment:SeldonIO Seldon core Docker Compose Local Environment
- Environment:Apache Hudi Docker Demo Environment
- Environment:Huggingface Optimum Accelerated Inference Environment