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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:HKUDS AI Trader End to End US Stock Trading
- Workflow:Bigscience workshop Petals Prompt Tuning Chatbot
- Workflow:Microsoft Playwright Trace recording and debugging
- Workflow:Alibaba ROLL Supervised Finetuning Pipeline
- Workflow:ArroyoSystems Arroyo Connection Setup
- Workflow:Wandb Weave Tracing Setup
- Workflow:Facebookresearch Habitat lab Agent Benchmarking
- Workflow:Lucidrains X transformers DPO Preference Alignment
- Workflow:TobikoData Sqlmesh Environment management
- Workflow:Openclaw Openclaw Multi Agent Routing
Principles
- Principle:FlowiseAI Flowise Server Monitoring
- Principle:Microsoft Semantic kernel Process Execution
- Principle:Promptfoo Promptfoo Provider Interface
- Principle:Arize ai Phoenix LLM Provider Configuration
- Principle:Helicone Helicone API Specification
- Principle:Sail sg LongSpec Distributed Training
- Principle:Huggingface Datatrove Inference Server Management
- Principle:Apache Flink File Connector Table Integration
- Principle:Huggingface Optimum Hub File Management
- Principle:NVIDIA DALI Image Decoding
Implementations
- Implementation:Apache Spark Do Release Docker
- Implementation:FlowiseAI Flowise EditUserDialog
- Implementation:Open compass VLMEvalKit BaseModel
- Implementation:LaurentMazare Tch rs Imagenet Load Image And Resize224
- Implementation:LaurentMazare Tch rs Mnist Load Dir
- Implementation:Openai Openai node Conversations Resource
- Implementation:Bentoml BentoML Framework FastAI
- Implementation:Lance format Lance Java LanceSchema
- Implementation:OpenRLHF OpenRLHF KDTrainer
- Implementation:Liu00222 Open Prompt Injection Application defense preparation
Heuristics
- Heuristic:NVIDIA DALI Batch Size Tuning
- Heuristic:Microsoft LoRA Fan In Fan Out Transpose
- Heuristic:Microsoft LoRA LoRA Init Strategy
- Heuristic:Protectai Llm guard Fail Fast Early Exit
- Heuristic:Lm sys FastChat GPU Memory Allocation Strategy
- Heuristic:Huggingface Trl Distributed Device Map Override
- Heuristic:Tencent Ncnn Lightmode Memory Optimization
- Heuristic:Google research Deduplicate text datasets HACKSIZE Overlap Buffer
- Heuristic:Farama Foundation Gymnasium Shared Memory Vector Env Optimization
- Heuristic:Helicone Helicone Tiered Pricing Threshold Matching
Environments
- Environment:Haifengl Smile Java 25 Runtime
- Environment:Huggingface Alignment handbook PyTorch CUDA
- Environment:Interpretml Interpret Blackbox Explainer Dependencies
- Environment:Rapidsai Cuml CUDA GPU
- Environment:Intel Ipex llm XPU Finetuning Environment
- Environment:Heibaiying BigData Notes HBase Environment
- Environment:SeldonIO Seldon core GPU Inference Environment
- Environment:Cypress io Cypress Linux Display Server
- Environment:Interpretml Interpret Python Core Environment
- Environment:Microsoft Onnxruntime Python Inference Environment