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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:Kserve Kserve Multi Model Serving
- Workflow:ChenghaoMou Text dedup Bloom Filter Deduplication
- Workflow:Huggingface Datatrove Synthetic Data Generation
- Workflow:Ray project Ray Serve Deployment
- Workflow:Huggingface Optimum Model Export
- Workflow:Huggingface Datasets Hub Publishing
- Workflow:Lance format Lance Full Text Search
- Workflow:Fastai Fastbook Image Classification
- Workflow:NVIDIA DALI Image Classification Training PyTorch
- Workflow:Microsoft DeepSpeedExamples VisualChat Multimodal Training
Principles
- Principle:Pyro ppl Pyro Coalescent Process
- Principle:Guardrails ai Guardrails Validator Registration
- Principle:Microsoft Semantic kernel Process Control Flow
- Principle:ARISE Initiative Robosuite Data Collection Wrapping
- Principle:Mlflow Mlflow Model Logging
- Principle:Webdriverio Webdriverio Test Context Tracking
- Principle:Mlc ai Mlc llm On Device Deployment
- Principle:Diagram of thought Diagram of thought Raw Output Collection
- Principle:DistrictDataLabs Yellowbrick Feature Importance Ranking
- Principle:Fastai Fastbook Collab Data Loading
Implementations
- Implementation:Puppeteer Puppeteer Package Install
- Implementation:CrewAIInc CrewAI MySQL Search Tool
- Implementation:Google deepmind Dm control MJCF RootElement Parser
- Implementation:Huggingface Datatrove SamplerFilter
- Implementation:Tensorflow Serving SavedModel Download
- Implementation:Ray project Ray Serve DAGNode
- Implementation:Sail sg LongSpec HumanEval MBPP Evaluator
- Implementation:InternLM Lmdeploy Gemm MainloopSm70
- Implementation:NVIDIA NeMo Curator BaseClassifierStage
- Implementation:Confident ai Deepeval Update Current Trace
Heuristics
- Heuristic:Haosulab ManiSkill Initial Pose Performance
- Heuristic:Protectai Llm guard PyTorch Compile Warmup
- Heuristic:Triton inference server Server Dynamic Batching Tuning
- Heuristic:Apache Dolphinscheduler HikariCP Pool Tuning
- Heuristic:Cleanlab Cleanlab Multiprocessing Platform Strategy
- Heuristic:Bitsandbytes foundation Bitsandbytes Blocksize Platform Defaults
- Heuristic:FlagOpen FlagEmbedding Gradient Checkpointing Tip
- Heuristic:Datahub project Datahub Venv Copies Mode
- Heuristic:Iterative Dvc Run Cache Restoration Strategy
- Heuristic:Ggml org Llama cpp Thread Count Tuning
Environments
- Environment:PacktPublishing LLM Engineers Handbook Python 3 11 Poetry Environment
- Environment:Mbzuai oryx Awesome LLM Post training Python Matplotlib
- Environment:Elevenlabs Elevenlabs python FFmpeg Mpv
- Environment:ClickHouse ClickHouse OpenSSL Runtime
- Environment:Marker Inc Korea AutoRAG Vector Database Backends
- Environment:Evidentlyai Evidently Node Frontend Environment
- Environment:Apache Dolphinscheduler ZooKeeper Registry
- Environment:Bentoml BentoML NVIDIA GPU Resource
- Environment:Facebookresearch Habitat lab Python 3 9 Core Dependencies
- Environment:Promptfoo Promptfoo SQLite Database