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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:Intel Ipex llm DPO Finetuning
- Workflow:Mlfoundations Open flamingo Data Preparation
- Workflow:SeldonIO Seldon core HuggingFace Model Serving
- Workflow:Turboderp org Exllamav2 LoRA Adapter Inference
- Workflow:OpenHands OpenHands Organization Onboarding
- Workflow:Onnx Onnx Model Composition
- Workflow:Datajuicer Data juicer LLM Powered Data Generation
- Workflow:Microsoft DeepSpeedExamples VisualChat Multimodal Training
- Workflow:Triton inference server Server Quickstart Model Deployment
- Workflow:Eventual Inc Daft Data Lakehouse ETL
Principles
- Principle:Trailofbits Fickling Import Level Pickle Interception
- Principle:Mlc ai Mlc llm Prefill Decode Disaggregation
- Principle:Spotify Luigi Spark Pipeline Execution
- Principle:Webdriverio Webdriverio TypeScript Type Safety
- Principle:Zai org CogVideo SAT Weight Export
- Principle:Anthropics Anthropic sdk python Multi turn Conversation Management
- Principle:Bentoml BentoML HTTP Client Testing
- Principle:Datahub project Datahub Patch Based Updates
- Principle:VainF Torch Pruning Taylor Importance
- Principle:Google deepmind Dm control Manipulation Episode Loop
Implementations
- Implementation:Anthropics Anthropic sdk python ToolResultBlockParam
- Implementation:Langchain ai Langchain Anthropic Tools Middleware
- Implementation:Google deepmind Dm control Suite Humanoid
- Implementation:Apache Druid Supervisor Lifecycle Api
- Implementation:Apache Paimon DLFOpenApiSigner
- Implementation:Tensorflow Serving Predict Impl Test
- Implementation:Huggingface Datatrove SentenceStats
- Implementation:NVIDIA TransformerEngine Ops AddExtraInput
- Implementation:PacktPublishing LLM Engineers Handbook HuggingFace Load Dataset
- Implementation:Interpretml Interpret TensorTotalsSum
Heuristics
- Heuristic:Scikit learn contrib Imbalanced learn Sampling Strategy Selection
- Heuristic:Deepseek ai Janus CFG Weight Tuning
- Heuristic:Nautechsystems Nautilus trader Parquet Row Group Tuning
- Heuristic:Apache Dolphinscheduler Epoll Vs NIO Selection
- Heuristic:PeterL1n BackgroundMattingV2 Backbone Scale Selection
- Heuristic:Nightwatchjs Nightwatch Node 17 DNS IPv4 Workaround
- Heuristic:Predibase Lorax Quantization Backend Selection
- Heuristic:Kserve Kserve VLLM GPU Memory Utilization
- Heuristic:Apache Hudi Data Skipping Limitations
- Heuristic:Lucidrains X transformers Gradient Clipping And Accumulation
Environments
- Environment:Neuml Txtai GPU Accelerator Detection
- Environment:FlagOpen FlagEmbedding GPU Accelerator Environment
- Environment:Iterative Dvc Python Runtime
- Environment:Alibaba ROLL SGLang Inference Environment
- Environment:Trailofbits Fickling Python Runtime
- Environment:Huggingface Datasets Search Dependencies
- Environment:Huggingface Peft Optional Quantization Backends
- Environment:Openai Openai agents python Voice Dependencies
- Environment:TobikoData Sqlmesh BigQuery Connection
- Environment:Mlflow Mlflow MLflow Server Environment