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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:FlowiseAI Flowise Chatflow Creation
- Workflow:Sgl project Sglang Offline Batch Inference
- Workflow:Datahub project Datahub Spark Lineage Capture
- Workflow:Cohere ai Cohere python Streaming Chat
- Workflow:Openai CLIP Prompt engineered classification
- Workflow:Kserve Kserve LLM Inference Serving
- Workflow:Axolotl ai cloud Axolotl DPO Preference Alignment
- Workflow:Wandb Weave Prompt Management
- Workflow:Haosulab ManiSkill Sim2Real Deployment
- Workflow:Webdriverio Webdriverio Cucumber BDD Testing
Principles
- Principle:Kubeflow Pipelines Pipeline Composition
- Principle:Hpcaitech ColossalAI Continual Pretraining Loop
- Principle:Infiniflow Ragflow Citation Insertion
- Principle:Mlc ai Web llm Model Selection
- Principle:Kornia Kornia Gradient Edge Detection
- Principle:Allenai Open instruct Distributed Data Loading
- Principle:Vllm project Vllm LoRA Adapter Preparation
- Principle:Microsoft Autogen Round Robin Orchestration
- Principle:Huggingface Datasets XML Dataset Building
- Principle:Apache Hudi Demo Environment Startup
Implementations
- Implementation:Interpretml Interpret Show
- Implementation:Apache Paimon SnapshotManager
- Implementation:Datajuicer Data juicer Job Monitor
- Implementation:Volcengine Verl Ray Init Cluster
- Implementation:Microsoft Onnxruntime ExportModelForInferencing Distributed
- Implementation:FlagOpen FlagEmbedding LLM Embedder Retrieval Args
- Implementation:Vespa engine Vespa Linguistics Components ABI Spec
- Implementation:Huggingface Datasets Dataset From Dict
- Implementation:Datajuicer Data juicer Fuse Operators
- Implementation:Openai Openai python Videos Resource
Heuristics
- Heuristic:Farama Foundation Gymnasium Seeding Determinism Best Practices
- Heuristic:Volcengine Verl Sequence Length Balancing
- Heuristic:Cohere ai Cohere python Embed Auto Batching Strategy
- Heuristic:Huggingface Datatrove MinHash Parameter Tuning
- Heuristic:Zai org CogVideo Memory Optimization Strategies
- Heuristic:Trailofbits Fickling Severity Threshold Selection
- Heuristic:Facebookresearch Audiocraft FSDP Distributed Training Tips
- Heuristic:Google deepmind Dm control Physics Timestep Configuration
- Heuristic:FMInference FlexLLMGen OOM Memory Management
- Heuristic:Diagram of thought Diagram of thought Acyclicity Constraint Enforcement
Environments
- Environment:Tencent Ncnn PyTorch Environment
- Environment:MarketSquare Robotframework browser Node Runtime
- Environment:VainF Torch Pruning CUDA GPU Benchmarking
- Environment:Microsoft Agent framework API Credentials
- Environment:Alibaba MNN Python Export Environment
- Environment:LLMBook zh LLMBook zh github io Data Processing Environment
- Environment:CARLA simulator Carla Build From Source Requirements
- Environment:Ucbepic Docetl Docker Deployment
- Environment:SeldonIO Seldon core Kafka Messaging Environment
- Environment:Vespa engine Vespa POSIX Mmap Log Control