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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:Unstructured IO Unstructured Connector Ingest Pipeline
- Workflow:Huggingface Diffusers ControlNet Guided Generation
- Workflow:Iamhankai Forest of Thought FoT Benchmark Evaluation
- Workflow:ARISE Initiative Robomimic Trained Policy Evaluation
- Workflow:Google research Deduplicate text datasets Single file deduplication
- Workflow:Groq Groq python Text To Speech
- Workflow:Apache Hudi Flink Streaming Write
- Workflow:Vibrantlabsai Ragas Testset Generation
- Workflow:Webdriverio Webdriverio WDIO Testrunner Setup
- Workflow:Hpcaitech ColossalAI Model Evaluation
Principles
- Principle:NVIDIA TransformerEngine FP8 Current Scaling
- Principle:NVIDIA DALI Anchor Box Encoding
- Principle:Openclaw Openclaw Credential Acquisition
- Principle:TobikoData Sqlmesh Dev Environment Testing For Incremental
- Principle:PrefectHQ Prefect Flow Run Querying
- Principle:Online ml River Incremental Forecasting Interface
- Principle:OpenGVLab InternVL Packed Sequence Training
- Principle:Spcl Graph of thoughts Thought Selection
- Principle:Facebookresearch Audiocraft Training Checkpoint Management
- Principle:Danijar Dreamerv3 Logging And Reporting
Implementations
- Implementation:DevExpress Testcafe CompileClientFunction
- Implementation:FlowiseAI Flowise ToolDialog
- Implementation:Lm sys FastChat Filter Bad Conv Chat1M
- Implementation:Openai Openai python Shared Params Function Definition
- Implementation:Haifengl Smile Index Structure Selection
- Implementation:CARLA simulator Carla Show Recorder File Info Tool
- Implementation:ArroyoSystems Arroyo Time Series Graph
- Implementation:DevExpress Testcafe ESNextCompiler
- Implementation:Farama Foundation Gymnasium Vector Space Utils
- Implementation:Vllm project Vllm CPU Attn NEON
Heuristics
- Heuristic:OWASP Www project top 10 for large language model applications Warning Deprecated Markdown To PDF Convert
- Heuristic:Ollama Ollama Multimodal Parallel Restriction
- Heuristic:Iamhankai Forest of Thought Early Stop Majority Vote
- Heuristic:Vllm project Vllm KV Cache Block Size Selection
- Heuristic:Ggml org Llama cpp GPU Layer Offloading Verification
- Heuristic:Intel Ipex llm CCL Distributed Training Tips
- Heuristic:Isaac sim IsaacGymEnvs GPU Pipeline Selection
- Heuristic:Apache Paimon Compression Tuning
- Heuristic:Teamcapybara Capybara Negative Predicate Matching
- Heuristic:Microsoft Onnxruntime Convergence Debugging Tips
Environments
- Environment:Datahub project Datahub Java 17 Backend Environment
- Environment:Vibrantlabsai Ragas Optional NLP Metrics Environment
- Environment:Norrrrrrr lyn WAInjectBench External Repos Dependencies
- Environment:Heibaiying BigData Notes HBase Environment
- Environment:Kserve Kserve Leader Worker Set
- Environment:Hpcaitech ColossalAI ColossalQA RAG Environment
- Environment:Huggingface Datasets PyTorch Integration
- Environment:TA Lib Ta lib python TA Lib C Library
- Environment:Nightwatchjs Nightwatch Android Mobile Testing
- Environment:Dagster io Dagster PostgreSQL Storage