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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:Online ml River Streaming Anomaly Detection
- Workflow:Bigscience workshop Petals Prompt Tuning Chatbot
- Workflow:EvolvingLMMs Lab Lmms eval Custom Task Creation
- Workflow:Datajuicer Data juicer Text Data Processing Pipeline
- Workflow:PacktPublishing LLM Engineers Handbook LLM Finetuning
- Workflow:Microsoft LoRA LoRA Integration
- Workflow:Openclaw Openclaw Plugin And Skill Extension
- Workflow:Huggingface Transformers 3D Parallel Distributed Training
- Workflow:Sail sg LongSpec GLIDE Draft Model Training
- Workflow:Alibaba MNN Python Model Inference
Principles
- Principle:Alibaba ROLL Environment Management
- Principle:OWASP Www project top 10 for large language model applications Application Architecture Review
- Principle:Haotian liu LLaVA Distributed Worker Control
- Principle:Sgl project Sglang Visual Input Preparation
- Principle:Neuml Txtai Agent Execution
- Principle:Eventual Inc Daft Column Selection
- Principle:Pyro ppl Pyro Enumeration Configuration
- Principle:Apache Spark K8s Container Lifecycle
- Principle:VainF Torch Pruning Pruned Model Serialization
- Principle:Togethercomputer Together python Image Generation Request
Implementations
- Implementation:Evidentlyai Evidently Legacy UI App
- Implementation:Turboderp org Exllamav2 ThreadPool
- Implementation:Trailofbits Fickling Find File Properties
- Implementation:Farama Foundation Gymnasium Check Env
- Implementation:OpenGVLab InternVL InternVisionConfig
- Implementation:Farama Foundation Gymnasium Walker2dEnv V4
- Implementation:Apache Paimon Factory
- Implementation:Lm sys FastChat Preprocess Conversation
- Implementation:DevExpress Testcafe TestedApp Start Kill
- Implementation:Sail sg LongSpec OCW Courses Eval
Heuristics
- Heuristic:Webdriverio Webdriverio Exponential Backoff Retry
- Heuristic:Nightwatchjs Nightwatch Warning Deprecated API Members
- Heuristic:Google research Deduplicate text datasets Ulimit File Descriptors For Merge
- Heuristic:Heibaiying BigData Notes Maven Shade Packaging Tip
- Heuristic:Microsoft Autogen Parallel Tool Call Safety
- Heuristic:Apache Beam Warning Deprecated Twister2 Runner
- Heuristic:Openclaw Openclaw Config Cascade Resolution
- Heuristic:Openai Evals Chat Format Recommendation
- Heuristic:Fastai Fastbook Progressive Resizing
- Heuristic:Nautechsystems Nautilus trader Cache Buffer Interval Tuning
Environments
- Environment:Ucbepic Docetl Docker Deployment
- Environment:Haotian liu LLaVA Python CUDA Training Environment
- Environment:Huggingface Transformers 3D Parallel Multi GPU
- Environment:AUTOMATIC1111 Stable diffusion webui Python And PyTorch Runtime
- Environment:Hpcaitech ColossalAI ColossalChat Training Environment
- Environment:Evidentlyai Evidently LLM Evaluation Environment
- Environment:Cypress io Cypress Linux Display Server
- Environment:Intel Ipex llm Windows Environment
- Environment:Fastai Fastbook Python FastAI Environment
- Environment:Mit han lab Llm awq Python Runtime Environment