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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:ArroyoSystems Arroyo Checkpoint Recovery
- Workflow:Nightwatchjs Nightwatch E2E Test Authoring
- Workflow:NVIDIA NeMo Curator Semantic Deduplication
- Workflow:Gretelai Gretel synthetics LSTM Text Generation
- Workflow:Deepseek ai Janus Rectified Flow Image Generation
- Workflow:Webdriverio Webdriverio Cucumber BDD Testing
- Workflow:Haotian liu LLaVA Web Demo Deployment
- Workflow:Helicone Helicone LLM Response Normalization
- Workflow:Apache Beam Twister2 Batch Execution
- Workflow:NVIDIA NeMo Curator Fuzzy Deduplication
Principles
- Principle:Apache Shardingsphere YAML Configuration Definition
- Principle:MaterializeInc Materialize Service Dependency Configuration
- Principle:Apache Paimon Lazy Blob Loading
- Principle:Ollama Ollama Architecture Detection
- Principle:Heibaiying BigData Notes Flink Kafka Source
- Principle:LaurentMazare Tch rs Backpropagation Training
- Principle:OpenGVLab InternVL Weighted Multi Dataset Training
- Principle:Unslothai Unsloth Project Configuration
- Principle:Infiniflow Ragflow Knowledge Base Creation
- Principle:Truera Trulens Method Instrumentation
Implementations
- Implementation:Helicone Helicone Unified Model Registry
- Implementation:Truera Trulens Block Input Decorator
- Implementation:Huggingface Datatrove DummyInferenceServer
- Implementation:Treeverse LakeFS Java SDK Model ImportCreation
- Implementation:Mlflow Mlflow Remove Experimental Decorators
- Implementation:InternLM Lmdeploy Impl Simt
- Implementation:LMCache LMCache Analyze Chunk Hashes
- Implementation:Langchain ai Langgraph Runtime Class
- Implementation:Turboderp org Exllamav2 ExLlamaV2PrefixFilter
- Implementation:Apache Airflow DagFileProcessorManager Discovery
Heuristics
- Heuristic:Google research Deduplicate text datasets Ulimit File Descriptors For Merge
- Heuristic:InternLM Lmdeploy Backend Selection Strategy
- Heuristic:Scikit learn Scikit learn Data Leakage Prevention
- Heuristic:Scikit learn contrib Imbalanced learn Sampling Strategy Selection
- Heuristic:Google research Deduplicate text datasets HACKSIZE Overlap Buffer
- Heuristic:Langchain ai Langchain Warning Deprecated Langchain Classic
- Heuristic:Langchain ai Langchain Error Context Preservation
- Heuristic:Alibaba ROLL KL Coefficient Tuning
- Heuristic:Onnx Onnx Shape Inference Limitations
- Heuristic:Protectai Llm guard ONNX Runtime Optimization
Environments
- Environment:Marker Inc Korea AutoRAG Python 3 10 Runtime
- Environment:Eric mitchell Direct preference optimization Python Dependencies
- Environment:BerriAI Litellm Python Runtime
- Environment:Microsoft LoRA NLU Conda Environment
- Environment:CARLA simulator Carla Python API Runtime
- Environment:Haifengl Smile Quarkus Serve Environment
- Environment:Huggingface Open r1 Slurm Cluster
- Environment:Vllm project Vllm CUDA GPU Runtime
- Environment:Datahub project Datahub Spark Lineage Environment
- Environment:Openai Openai python Voice Helpers