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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:Eventual Inc Daft Distributed UDF Processing
- Workflow:Openai Openai python Audio Processing
- Workflow:InternLM Lmdeploy LLM Offline Batch Inference
- Workflow:Datajuicer Data juicer Distributed Ray Processing
- Workflow:FlowiseAI Flowise Chatflow Creation
- Workflow:Ray project Ray Cross Language Invocation
- Workflow:Mlfoundations Open flamingo Model Creation And Inference
- Workflow:Openai CLIP Prompt engineered classification
- Workflow:Kornia Kornia ONNX Model Pipeline
- Workflow:Zai org CogVideo SAT Finetuning
Principles
- Principle:Sdv dev SDV Inequality Constraint
- Principle:Sgl project Sglang HTTP Server Deployment
- Principle:Hiyouga LLaMA Factory Gradient Checkpointing Theory
- Principle:Triton inference server Server Documentation Build
- Principle:Ggml org Llama cpp Apple Platform Support
- Principle:Apache Flink File Connector Table Integration
- Principle:Testtimescaling Testtimescaling github io Event Driven Step Progression
- Principle:Huggingface Alignment handbook Model Loading
- Principle:Gretelai Gretel synthetics Tokenizer Training
- Principle:Huggingface Peft Cosine Similarity Contrastive Training
Implementations
- Implementation:Apache Druid Object Change
- Implementation:Tensorflow Serving Any Ptr
- Implementation:NVIDIA TransformerEngine JAX Flax Module
- Implementation:Elevenlabs Elevenlabs python VerificationAttemptResponse
- Implementation:Microsoft Playwright Validator Primitives
- Implementation:SeleniumHQ Selenium HasCdp
- Implementation:Vibrantlabsai Ragas MetricBasePrompt
- Implementation:OpenRLHF OpenRLHF KDTrainer
- Implementation:Microsoft Semantic kernel Google Embeddings TestData
- Implementation:BerriAI Litellm Responses Utils
Heuristics
- Heuristic:Intel Ipex llm CCL Distributed Training Tips
- Heuristic:Mistralai Client python Tool Docstring Requirement
- Heuristic:Shiyu coder Kronos Two Stage Finetuning Strategy
- Heuristic:Google deepmind Mujoco Solver Selection Guide
- Heuristic:Microsoft LoRA Warning Deprecated Legacy Examples
- Heuristic:Danijar Dreamerv3 XLA GPU Optimization Flags
- Heuristic:Treeverse LakeFS Presigned URL Expiry Tip
- Heuristic:Microsoft Agent framework Function Invocation Defaults
- Heuristic:Scikit learn contrib Imbalanced learn KNeighbors Selection Tips
- Heuristic:Getgauge Taiko Implicit Wait Tuning
Environments
- Environment:Sgl project Sglang Multimodal
- Environment:ChenghaoMou Text dedup Python 3 12 Environment
- Environment:Deepset ai Haystack OpenAI API Environment
- Environment:Protectai Modelscan H5py Optional
- Environment:Nautechsystems Nautilus trader Arrow Parquet Serialization
- Environment:LLMBook zh LLMBook zh github io Bitsandbytes Quantization Environment
- Environment:Explodinggradients Ragas Python Runtime Environment
- Environment:DevExpress Testcafe Node Runtime
- Environment:Triton inference server Server TRT LLM Deployment
- Environment:Apache Dolphinscheduler Java Runtime