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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:FlowiseAI Flowise Evaluation Pipeline
- Workflow:Mlc ai Web llm Basic Chat Completion
- Workflow:Ggml org Llama cpp HF to GGUF Model Conversion
- Workflow:Isaac sim IsaacGymEnvs Domain Randomization Training
- Workflow:Apache Beam Dataflow Streaming Execution
- Workflow:Mbzuai oryx Awesome LLM Post training Awesome List Curation
- Workflow:Shiyu coder Kronos CSV Finetuning
- Workflow:OpenHands OpenHands SaaS Server Assembly
- Workflow:Microsoft Playwright Network mocking and interception
- Workflow:Webdriverio Webdriverio Page Object Pattern
Principles
- Principle:DataExpert io Data engineer handbook AB Test SDK Initialization
- Principle:Ggml org Llama cpp HF to GGUF Conversion
- Principle:Protectai Llm guard Reading Time Enforcement
- Principle:Bitsandbytes foundation Bitsandbytes SwitchBack Quantized Linear
- Principle:Datahub project Datahub Action Plugin Development
- Principle:Microsoft Semantic kernel Embedding Generation
- Principle:Lakeraai Pint benchmark Custom Eval Function Interface
- Principle:Deepspeedai DeepSpeed ZeRO Training Loop
- Principle:Apache Kafka Builder Cleanup
- Principle:Huggingface Datatrove Line Level Statistics
Implementations
- Implementation:Nautechsystems Nautilus trader StrategyConfig Definition
- Implementation:Scikit learn Scikit learn SvmlightFormatIO
- Implementation:Mlc ai Mlc llm Dispatch Triton Kernel
- Implementation:Zai org CogVideo RIFE Refinement
- Implementation:FMInference FlexLLMGen Batch Query Test
- Implementation:Risingwavelabs Risingwave SinkCoordinatorStreamObserver
- Implementation:Pola rs Polars Str to Date Datetime
- Implementation:Apache Flink Mapred HadoopInputSplit
- Implementation:Avhz RustQuant Heston Backend
- Implementation:Openai Whisper DTW
Heuristics
- Heuristic:Kubeflow Pipelines Resource Sizing For Components
- Heuristic:AUTOMATIC1111 Stable diffusion webui GTX 16 Series FP16 Workaround
- Heuristic:Microsoft Onnxruntime Threading Configuration Tips
- Heuristic:LLMBook zh LLMBook zh github io IGNORE INDEX Loss Masking
- Heuristic:Iamhankai Forest of Thought UCB Exploration Constant
- Heuristic:NVIDIA NeMo Aligner PPO NCCL Algorithm Setting
- Heuristic:Spotify Luigi Batch Parameter Aggregation
- Heuristic:Mbzuai oryx Awesome LLM Post training Excel Sheet Name Truncation
- Heuristic:Mlc ai Web llm Tokenizer JSON Preference
- Heuristic:Microsoft DeepSpeedExamples RLHF Stability Constraints
Environments
- Environment:BerriAI Litellm Provider API Credentials
- Environment:Neuml Txtai Docker Deployment Environment
- Environment:Huggingface Datatrove Processing Dependencies
- Environment:DataTalksClub Data engineering zoomcamp Dlt BigQuery Environment
- Environment:Huggingface Datatrove IO Dependencies
- Environment:Scikit learn contrib Imbalanced learn Keras TensorFlow
- Environment:Onnx Onnx Cpp Build Environment
- Environment:PrefectHQ Prefect AI Integration Credentials
- Environment:Evidentlyai Evidently Spark Engine Environment
- Environment:Nautechsystems Nautilus trader Databento API Credentials