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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:Datajuicer Data juicer Text Data Processing Pipeline
- Workflow:Apache Beam Dataflow Streaming Execution
- Workflow:Datahub project Datahub Java SDK Metadata Emission
- Workflow:Facebookresearch Audiocraft MusicGen Text To Music Inference
- Workflow:Sail sg LongSpec GLIDE Draft Model Training
- Workflow:Facebookresearch Habitat lab Custom Task Extension
- Workflow:Guardrails ai Guardrails LLM Output Validation
- Workflow:DevExpress Testcafe CI Integration
- Workflow:Vespa engine Vespa Config subscription lifecycle
- Workflow:ClickHouse ClickHouse Contributing Pull Request
Principles
- Principle:Apache Spark K8s Resource Configuration
- Principle:Tensorflow Tfjs Model Compilation
- Principle:Apache Spark Cluster Installation
- Principle:Recommenders team Recommenders ALS Recommendation Generation
- Principle:Huggingface Diffusers Conversion Script Selection
- Principle:Tensorflow Tfjs Fine Tuning
- Principle:SqueezeAILab ETS Answer Extraction
- Principle:Openai Openai agents python Computer Use
- Principle:Anthropics Anthropic sdk python Tool Result Submission
- Principle:HKUDS AI Trader Trading Outcome Recording
Implementations
- Implementation:NVIDIA NeMo Curator ImageAestheticFilterStage
- Implementation:Zai org CogVideo Captioning Requirements Install
- Implementation:SeleniumHQ Selenium Closure Math
- Implementation:CrewAIInc CrewAI Merge Agent Handler Tool
- Implementation:Rapidsai Cuml Cluster Evaluation Metrics
- Implementation:Apache Paimon VectorType
- Implementation:NVIDIA TransformerEngine Debug Disable Quant GEMM
- Implementation:Openai Openai node Beta RealtimeBase
- Implementation:Speechbrain Speechbrain Prepare Libritts
- Implementation:BerriAI Litellm Nova Sonic Realtime Example
Heuristics
- Heuristic:Ollama Ollama Multimodal Parallel Restriction
- Heuristic:Avhz RustQuant MC Parallel Path Threshold
- Heuristic:Google research Deduplicate text datasets Variable Width Pointer Optimization
- Heuristic:Apache Kafka Log4j Migration Compatibility
- Heuristic:Haosulab ManiSkill Num Envs Backend Selection
- Heuristic:InternLM Lmdeploy Max Batch Size Selection
- Heuristic:Microsoft Autogen Graph Validation Rules
- Heuristic:Scikit learn Scikit learn N Jobs Parallelism Tips
- Heuristic:Intel Ipex llm CCL Distributed Training Tips
- Heuristic:Intel Ipex llm Llama Padding Token Workaround
Environments
- Environment:ARISE Initiative Robomimic HDF5 Data Dependencies
- Environment:Onnx Onnx Cpp Build Environment
- Environment:TobikoData Sqlmesh Dbt Compatibility
- Environment:Sgl project Sglang Kubernetes
- Environment:Heibaiying BigData Notes Flink 1 9 Environment
- Environment:Huggingface Trl PEFT LoRA Environment
- Environment:Pyro ppl Pyro Visualization Tools
- Environment:CarperAI Trlx NeMo Megatron
- Environment:Kornia Kornia CUDA GPU Environment
- Environment:Fastai Fastbook Python FastAI Environment