Main Page
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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:Ggml org Ggml GPT2 Text Generation
- Workflow:Predibase Lorax Structured JSON Output
- Workflow:LaurentMazare Tch rs JIT Model Inference
- Workflow:Elevenlabs Elevenlabs python Voice Cloning
- Workflow:OpenRLHF OpenRLHF DPO Training
- Workflow:Microsoft Playwright API testing
- Workflow:TobikoData Sqlmesh Model development and testing
- Workflow:Mistralai Client python Finetuning Job Management
- Workflow:Scikit learn contrib Imbalanced learn Imbalanced Model Evaluation
- Workflow:Haotian liu LLaVA Single Image Inference
Principles
- Principle:LaurentMazare Tch rs Top K Prediction
- Principle:Eventual Inc Daft Data Materialization
- Principle:Apache Paimon Multi Batch Data Writing
- Principle:Onnx Onnx Namespace Prefixing
- Principle:OpenRLHF OpenRLHF Interactive Model Inference
- Principle:ARISE Initiative Robomimic Dataset Loading
- Principle:Openai Evals Chain of Thought Prompting
- Principle:Volcengine Verl VLM Actor Forward
- Principle:Astronomer Astronomer cosmos Cloud Storage Connection Setup
- Principle:Nightwatchjs Nightwatch Configuration Setup
Implementations
- Implementation:Ggml org Llama cpp RAII Pointers
- Implementation:Microsoft Onnxruntime CUDA Send
- Implementation:SeldonIO Seldon core Seldon Pipeline Infer
- Implementation:Ggml org Ggml Hexagon rope ops
- Implementation:Spotify Luigi Sphinx Doc Configuration
- Implementation:Apache Flink SplitFetcherTask
- Implementation:Rapidsai Cuml SVM C API
- Implementation:ARISE Initiative Robomimic ConfigGenerator generate
- Implementation:Huggingface Transformers AutoModelForCausalLM From Pretrained For TP
- Implementation:Langchain ai Langgraph Task Decorator
Heuristics
- Heuristic:Confident ai Deepeval Async Concurrency Tuning
- Heuristic:Tensorflow Tfjs WebGL Shader Warmup
- Heuristic:Datajuicer Data juicer Partition Size Tuning
- Heuristic:MaterializeInc Materialize CI Agent Prioritization
- Heuristic:Deepset ai Haystack Pipeline Deep Copy Safety
- Heuristic:DistrictDataLabs Yellowbrick NaN Data Handling
- Heuristic:Isaac sim IsaacGymEnvs DR Setup Only Flag
- Heuristic:Apache Kafka Log4j Migration Compatibility
- Heuristic:Apache Hudi Record Level Index Optimization
- Heuristic:Cypress io Cypress V8 Snapshot Memory
Environments
- Environment:Spotify Luigi Python Runtime
- Environment:CARLA simulator Carla Simulation Runtime
- Environment:Mlfoundations Open flamingo HuggingFace Open CLIP Dependencies
- Environment:Langgenius Dify Python Backend Environment
- Environment:NVIDIA NeMo Curator Ray Cluster
- Environment:Alibaba ROLL Python Runtime Environment
- Environment:Tensorflow Serving Python Client Environment
- Environment:Elevenlabs Elevenlabs python PyAudio
- Environment:Alibaba ROLL Ascend NPU Environment
- Environment:Datahub project Datahub Python Ingestion