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1,118
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:Deepseek ai Janus Multimodal Understanding
- Workflow:Datahub project Datahub Protobuf Schema Ingestion
- Workflow:Neuml Txtai Model Training
- Workflow:Cohere ai Cohere python Chat Completion
- Workflow:Huggingface Trl Direct Preference Optimization
- Workflow:TobikoData Sqlmesh Dbt project migration
- Workflow:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Data Ingestion
- Workflow:Isaac sim IsaacGymEnvs Custom Task Development
- Workflow:Wandb Weave Evaluation Pipeline
- Workflow:VainF Torch Pruning Sparse Training Pruning
Principles
- Principle:Ollama Ollama Response Streaming
- Principle:Webdriverio Webdriverio BrowserStack Integration
- Principle:Kserve Kserve Model Packaging
- Principle:Google deepmind Mujoco Vectorized Simulation
- Principle:Huggingface Datatrove Inference Progress Monitoring
- Principle:LaurentMazare Tch rs Proximal Policy Optimization
- Principle:Lm sys FastChat LoRA Adapter Injection
- Principle:Allenai Open instruct DPO Training
- Principle:Ggml org Llama cpp ModelArchitecture
- Principle:Intel Ipex llm Offline Batch Inference
Implementations
- Implementation:Lance format Lance Dataset Restore
- Implementation:Risingwavelabs Risingwave SqlServerValidator
- Implementation:Ggml org Llama cpp Graph Header
- Implementation:FMInference FlexLLMGen DeepSpeed Replace Module
- Implementation:Kserve Kserve AlibiExplainer
- Implementation:Openai Openai agents python CodexTool Pattern
- Implementation:Google research Deduplicate text datasets Cmd Collect
- Implementation:Turboderp org Exllamav2 Shard
- Implementation:DevExpress Testcafe Chrome Headless Config
- Implementation:FlowiseAI Flowise MainRoutes
Heuristics
- Heuristic:ArroyoSystems Arroyo Checkpoint Interval Tuning
- Heuristic:Huggingface Alignment handbook Gradient Checkpointing Use Cache
- Heuristic:Vibrantlabsai Ragas Warning Deprecated Legacy LLM Wrappers
- Heuristic:Unslothai Unsloth VLLM Memory Utilization
- Heuristic:Mlc ai Mlc llm FlashInfer KV Cache Fallback
- Heuristic:Google deepmind Dm control MJCF Model Composition Gotchas
- Heuristic:AnswerDotAI RAGatouille Searcher Configuration By Collection Size
- Heuristic:Apache Spark Serialization Optimization
- Heuristic:Hpcaitech ColossalAI Empty Cache Between Phases
- Heuristic:Apache Beam Executor Shutdown Ordering
Environments
- Environment:Vllm project Vllm CPU Runtime
- Environment:Vibrantlabsai Ragas Optional NLP Metrics Environment
- Environment:Openai CLIP Python Dependencies
- Environment:Triton inference server Server Docker Container Build
- Environment:Openclaw Openclaw Node 22 Runtime
- Environment:Mlc ai Mlc llm WebGPU Browser Environment
- Environment:Openai Openai node WebSocket Dependency
- Environment:Helicone Helicone Node 20 TypeScript Runtime
- Environment:Datajuicer Data juicer Ray Cluster Environment
- Environment:Infiniflow Ragflow Python Runtime