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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:Shiyu coder Kronos Batch Prediction
- Workflow:OpenRLHF OpenRLHF Rejection Sampling
- Workflow:Openai Openai node Fine Tuning
- Workflow:Getgauge Taiko Network Request Interception
- Workflow:Langgenius Dify Plugin Installation and Configuration
- Workflow:Mlfoundations Open flamingo Data Preparation
- Workflow:Bentoml BentoML Service Definition And Local Serving
- Workflow:Axolotl ai cloud Axolotl DPO Preference Alignment
- Workflow:Dagster io Dagster LLM Fine Tuning
- Workflow:Allenai Open instruct DPO Preference Tuning
Principles
- Principle:DistrictDataLabs Yellowbrick Type Introspection
- Principle:Ggml org Llama cpp Common API
- Principle:Mlfoundations Open flamingo Retrieval In Context Example Selection
- Principle:Pyro ppl Pyro Simulator Based Inference
- Principle:Snorkel team Snorkel Multitask Training Execution
- Principle:Apache Paimon Data Retrieval
- Principle:Microsoft Agent framework Executor Definition
- Principle:Zai org CogVideo Video Tokenization
- Principle:Sdv dev SDV Single Table Quality Evaluation
- Principle:HKUDS AI Trader System Prompt Construction
Implementations
- Implementation:Openai Whisper Decode
- Implementation:Predibase Lorax Flash RoBERTa
- Implementation:Ray project Ray PyFunction CppFunction Of
- Implementation:InternLM Lmdeploy StopCriteria
- Implementation:Cleanlab Cleanlab Datalab Get Issue Summary
- Implementation:Bentoml BentoML CLI Api Token
- Implementation:Microsoft LoRA Legacy Run SWAG
- Implementation:Dagster io Dagster Asset Check Decorator
- Implementation:Ollama Ollama Llama Model SmolLM3
- Implementation:Datajuicer Data juicer VideoDurationFilter
Heuristics
- Heuristic:Spotify Luigi PySpark Task Serialization
- Heuristic:Dotnet Machinelearning FastTree Default Hyperparameters
- Heuristic:Microsoft Playwright Browser Specific Workarounds
- Heuristic:Apache Spark Memory Tuning Tips
- Heuristic:Tensorflow Tfjs Memory Management With Tidy
- Heuristic:Lucidrains X transformers Gradient Clipping And Accumulation
- Heuristic:Lucidrains X transformers Flash Attention Configuration
- Heuristic:Microsoft Semantic kernel Custom HttpClient Retry Policy
- Heuristic:Huggingface Peft LoRA Initialization Strategy Selection
- Heuristic:Farama Foundation Gymnasium Shared Memory Vector Env Optimization
Environments
- Environment:Diagram of thought Diagram of thought Python Graph Libraries
- Environment:Heibaiying BigData Notes Storm 1 2 Environment
- Environment:Sgl project Sglang GitHub Actions
- Environment:Lm sys FastChat Python Core Dependencies
- Environment:Gretelai Gretel synthetics PyTorch CUDA Environment
- Environment:Huggingface Trl DeepSpeed Environment
- Environment:MarketSquare Robotframework browser Docker Container
- Environment:Hpcaitech ColossalAI ColossalQA RAG Environment
- Environment:Langgenius Dify Redis And Celery Environment
- Environment:PacktPublishing LLM Engineers Handbook Selenium Chrome Crawler Environment