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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:Huggingface Transformers Model Benchmarking
- Workflow:Predibase Lorax OpenAI Chat Completion
- Workflow:TobikoData Sqlmesh Github CICD automation
- Workflow:Microsoft Playwright Browser automation CLI
- Workflow:FMInference FlexLLMGen HELM Benchmark Evaluation
- Workflow:Apache Paimon Vector Similarity Search
- Workflow:Triton inference server Server Custom Container Build
- Workflow:Hiyouga LLaMA Factory Full Parameter SFT
- Workflow:Microsoft DeepSpeedExamples RLHF Training Pipeline
- Workflow:Sgl project Sglang Structured Output Generation
Principles
- Principle:Recommenders team Recommenders Benchmark Prediction Generation
- Principle:Openai Openai python Response Creation
- Principle:Huggingface Transformers Output Postprocessing
- Principle:Huggingface Peft AdaLoRA Rank Allocation
- Principle:Pytorch Serve GRPC Communication
- Principle:Nautechsystems Nautilus trader Catalog Data Querying
- Principle:Openai Openai agents python Tool Output Guardrail Definition
- Principle:Iamhankai Forest of Thought Answer Extraction
- Principle:Openclaw Openclaw Credential Acquisition
- Principle:Sail sg LongSpec Metrics Collection
Implementations
- Implementation:Treeverse LakeFS Java SDK ObjectsApi
- Implementation:Avhz RustQuant Currency
- Implementation:Huggingface Peft C3AModel
- Implementation:OpenGVLab InternVL Optimizer Builder
- Implementation:Huggingface Peft GraloraConfig
- Implementation:Vibrantlabsai Ragas SemanticSimilarityV2
- Implementation:Cohere ai Cohere python ChatMessage Model
- Implementation:Microsoft Onnxruntime JsPackageLock
- Implementation:Mage ai Mage ai Tableau Streams
- Implementation:NVIDIA DALI Cpplint
Heuristics
- Heuristic:Scikit learn contrib Imbalanced learn Sampling Before Split Leakage
- Heuristic:Iterative Dvc Path Performance Optimization
- Heuristic:Danijar Dreamerv3 Percentile Return Normalization
- Heuristic:Mbzuai oryx Awesome LLM Post training Paper Deduplication Via Dict
- Heuristic:Zai org CogVideo Memory Optimization Strategies
- Heuristic:Vespa engine Vespa Maven Parallel Build Optimization
- Heuristic:Fede1024 Rust rdkafka Librdkafka Debug Logging
- Heuristic:Apache Kafka Container JMX RMI Port Tip
- Heuristic:Alibaba ROLL Dynamic Batching Token Limits
- Heuristic:Bigscience workshop Petals Batch Splitting Threshold
Environments
- Environment:Sgl project Sglang Python Dependencies
- Environment:Huggingface Open r1 CUDA Environment
- Environment:Scikit learn Scikit learn Python Runtime Environment
- Environment:Microsoft Autogen LLM Provider API Keys
- Environment:Openclaw Openclaw Mintlify Documentation Platform
- Environment:Nautechsystems Nautilus trader Databento API Credentials
- Environment:Intel Ipex llm Linux XPU Environment
- Environment:Huggingface Datatrove IO Dependencies
- Environment:Apache Airflow Database Backend Environment
- Environment:Testtimescaling Testtimescaling github io GitHub Actions Runner