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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:Microsoft Playwright API testing
- Workflow:Open compass VLMEvalKit Video Benchmark Evaluation
- Workflow:ArroyoSystems Arroyo Checkpoint Recovery
- Workflow:Tensorflow Tfjs Transfer Learning
- Workflow:Apache Beam Dataflow Streaming Execution
- Workflow:Google deepmind Mujoco Simulation benchmarking
- Workflow:Apache Paimon Table Read Write
- Workflow:Risingwavelabs Risingwave Sink Connector Pipeline
- Workflow:Tencent Ncnn Post Training Quantization
- Workflow:Truera Trulens RAG Evaluation With LangChain
Principles
- Principle:Getgauge Taiko Browser Launch
- Principle:Haosulab ManiSkill Parallel Trajectory Generation
- Principle:Online ml River Half Space Trees Anomaly Detection
- Principle:Nightwatchjs Nightwatch Dependency Management
- Principle:PacktPublishing LLM Engineers Handbook Query Expansion
- Principle:Ucbepic Docetl Document Splitting
- Principle:BerriAI Litellm Client Integration
- Principle:Ollama Ollama OpenAI Response Translation
- Principle:ClickHouse ClickHouse Nfpm Package Generation
- Principle:Rapidsai Cuml UMAP Development Tooling
Implementations
- Implementation:Langfuse Langfuse API Media Schema
- Implementation:Neuml Txtai AudioMixer
- Implementation:Huggingface Datasets Translation
- Implementation:Open compass VLMEvalKit MedqbenchCaptionDataset
- Implementation:ClickHouse ClickHouse SSLManager InitializeServer
- Implementation:Puppeteer Puppeteer Injected PQuerySelector
- Implementation:Neuml Txtai RDBMS Database
- Implementation:CrewAIInc CrewAI BrightData Unlocker Tool
- Implementation:Vllm project Vllm Vllm Serve CLI
- Implementation:Risingwavelabs Risingwave SinkFactory CreateWriter
Heuristics
- Heuristic:Predibase Lorax GPU Sampling Optimization
- Heuristic:Dotnet Machinelearning LDA Thread Reservation
- Heuristic:Langchain ai Langgraph Retry Policy Configuration
- Heuristic:Openai Openai node Warning Deprecated Assistants API
- Heuristic:Dagster io Dagster Batch Size Tuning
- Heuristic:Vespa engine Vespa Log Level Inheritance Polling
- Heuristic:OpenGVLab InternVL Multi GPU ViT Device Mapping
- Heuristic:AnswerDotAI RAGatouille FAISS Vs PyTorch KMeans Indexing
- Heuristic:Microsoft Onnxruntime ORTModule Wrapping Order
- Heuristic:Apache Airflow Database Lock Handling
Environments
- Environment:CarperAI Trlx Python Accelerate
- Environment:Huggingface Optimum Accelerated Inference Environment
- Environment:DevExpress Testcafe Firefox Marionette
- Environment:Deepspeedai DeepSpeed Python Runtime Environment
- Environment:SeldonIO Seldon core Kubernetes Cluster Environment
- Environment:Microsoft Autogen Studio Server Environment
- Environment:Microsoft Autogen Python Runtime Environment
- Environment:Openclaw Openclaw State Directory And Credentials
- Environment:Vllm project Vllm CPU Runtime
- Environment:Intel Ipex llm NPU Environment