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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:Apache Beam Portable Pipeline Submission
- Workflow:MarketSquare Robotframework browser JavaScript Extension
- Workflow:Datajuicer Data juicer Distributed Ray Processing
- Workflow:Google deepmind Dm control MJCF Model Composition
- Workflow:Intel Ipex llm QLoRA Finetuning
- Workflow:Dagster io Dagster Bluesky Analytics
- Workflow:Openai CLIP Linear probe evaluation
- Workflow:Microsoft BIPIA Black Box Defense Evaluation
- Workflow:Onnx Onnx Version Conversion
- Workflow:PrefectHQ Prefect Web Scraping Pipeline
Principles
- Principle:Togethercomputer Together python Image Response Processing
- Principle:Kserve Kserve Admission Webhook Processing
- Principle:DataExpert io Data engineer handbook Kafka Source Table Definition
- Principle:Kubeflow Kubeflow Prerequisites Validation
- Principle:Rapidsai Cuml Model Explainability
- Principle:Openai Openai python Training Data Preparation
- Principle:FlowiseAI Flowise Subscription Management
- Principle:ClickHouse ClickHouse Installation
- Principle:ClickHouse ClickHouse IEEE754 Float Decomposition
- Principle:Neuml Txtai ANN Backend Architecture
Implementations
- Implementation:Open compass VLMEvalKit ChartMimic
- Implementation:Apache Paimon DataTypes Java
- Implementation:FlagOpen FlagEmbedding FlagAutoReranker From Finetuned Validation
- Implementation:Kornia Kornia CLAHE
- Implementation:Facebookresearch Habitat lab ResetArmSkill
- Implementation:ArroyoSystems Arroyo Mqtt Connector
- Implementation:DevExpress Testcafe Structure TypeDefs
- Implementation:Cohere ai Cohere python RerankResponse Model
- Implementation:Sgl project Sglang Sgl Kernel Init
- Implementation:NVIDIA TransformerEngine Debug Log NVFP4 Stats
Heuristics
- Heuristic:Dotnet Machinelearning Tokenizer Caching Strategy
- Heuristic:Triton inference server Server Concurrency Throughput Rule
- Heuristic:Cohere ai Cohere python Warning Deprecated Legacy Generate API
- Heuristic:Microsoft Semantic kernel Prompt Injection Safety
- Heuristic:Togethercomputer Together python Repetition Penalty Conflict
- Heuristic:Fastai Fastbook Embedding Size Rule
- Heuristic:Zai org CogVideo CPU Offload Strategy
- Heuristic:Scikit learn contrib Imbalanced learn Sparse Matrix Handling
- Heuristic:Hpcaitech ColossalAI CUDA Device Max Connections Tip
- Heuristic:LLMBook zh LLMBook zh github io DPO Beta Hyperparameter
Environments
- Environment:Lucidrains X transformers Python Environment
- Environment:Kserve Kserve SRIOV RDMA Network
- Environment:ARISE Initiative Robosuite MuJoCo Python
- Environment:Iamhankai Forest of Thought OpenAI API Credentials
- Environment:Vllm project Vllm Python
- Environment:Google deepmind Dm control OSMesa Software Rendering
- Environment:NVIDIA NeMo Curator RAPIDS GPU Stack
- Environment:Eventual Inc Daft AI Provider Dependencies
- Environment:Apache Druid Integration Test Docker
- Environment:Vllm project Vllm CUDA Hopper