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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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|---|---|---|
| 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:Dotnet Machinelearning Text Classification
- Workflow:Arize ai Phoenix LLM Evaluation Pipeline
- Workflow:Open compass VLMEvalKit API Model Evaluation
- Workflow:Huggingface Datasets Dataset Streaming
- Workflow:Microsoft Agent framework Multi Agent Concurrent Orchestration
- Workflow:Huggingface Open r1 GRPO Reasoning Training
- Workflow:Groq Groq python Batch Processing
- Workflow:DistrictDataLabs Yellowbrick Feature Analysis and Selection
- Workflow:Openai Openai agents python Human In The Loop Approval
- Workflow:CARLA simulator Carla Sensor Data Collection
Principles
- Principle:OpenGVLab InternVL Preference Data Construction
- Principle:Pytorch Serve Server Lifecycle
- Principle:Huggingface Alignment handbook Model Loading
- Principle:Promptfoo Promptfoo Provider Resolution
- Principle:Rapidsai Cuml Classification Evaluation
- Principle:Apache Airflow Scheduling Configuration
- Principle:OpenHands OpenHands Webhook Acknowledgment
- Principle:Openai Openai python Structured Output Definition
- Principle:TobikoData Sqlmesh CICD Production Plan Generation
- Principle:Apache Paimon Blob Descriptor Deserialization
Implementations
- Implementation:Explodinggradients Ragas CostCallbackHandler Class
- Implementation:Datahub project Datahub ProtobufDescriptorUtils
- Implementation:Ollama Ollama Convert Mistral
- Implementation:Ggml org Llama cpp Server CLI Args
- Implementation:Langchain ai Langgraph Error Classes
- Implementation:Mlflow Mlflow Evaluation Result
- Implementation:EvolvingLMMs Lab Lmms eval Air Bench Utils
- Implementation:Datajuicer Data juicer RemoveNonChineseCharacterlMapper
- Implementation:Run llama Llama index FunctionTool From Defaults
- Implementation:Datajuicer Data juicer ArxivDownloader
Heuristics
- Heuristic:Zai org CogVideo DeepSpeed Checkpoint Conversion Tips
- Heuristic:Astronomer Astronomer cosmos Cache Strategy Optimization
- Heuristic:Huggingface Open r1 vLLM GPU Allocation
- Heuristic:Helicone Helicone ClickHouse ReplacingMergeTree FINAL
- Heuristic:InternLM Lmdeploy OOM Troubleshooting
- Heuristic:Deepset ai Haystack Pipeline Max Runs Safety Limit
- Heuristic:Pytorch Serve Ampere Tensor Core Optimization
- Heuristic:Langgenius Dify Celery Queue Separation
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix CuDNN Benchmark Scale Width
- Heuristic:Haosulab ManiSkill Physics Solver Tuning
Environments
- Environment:Getgauge Taiko Docker Container
- Environment:Pyro ppl Pyro CUDA GPU Acceleration
- Environment:Risingwavelabs Risingwave Dashboard Node Environment
- Environment:Allenai Open instruct Beaker Cluster
- Environment:DataExpert io Data engineer handbook Flink Kafka Docker Environment
- Environment:Tensorflow Serving Kubernetes Deployment Environment
- Environment:Ggml org Ggml C Cpp Build Environment
- Environment:Huggingface Transformers PyTorch 24 CUDA
- Environment:Langfuse Langfuse PostgreSQL 17
- Environment:Diagram of thought Diagram of thought Python Graph Libraries