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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:Sdv dev SDV Data quality evaluation
- Workflow:Cohere ai Cohere python Chat Completion
- Workflow:Neuml Txtai Semantic Search
- Workflow:Microsoft Onnxruntime On Device Training
- Workflow:Iamhankai Forest of Thought FoT Benchmark Evaluation
- Workflow:Shiyu coder Kronos CSV Finetuning
- Workflow:Huggingface Peft LoRA Causal LM Finetuning
- Workflow:Roboflow Rf detr Object Detection Inference
- Workflow:FlagOpen FlagEmbedding Embedder Inference
- Workflow:Haotian liu LLaVA Benchmark Evaluation
Principles
- Principle:Deepspeedai DeepSpeed SP Data Preparation
- Principle:Alibaba ROLL Distillation Validation
- Principle:Ggml org Llama cpp Prompt Tokenization
- Principle:Dagster io Dagster Sensor Driven Pipelines
- Principle:Onnx Onnx Model Validation
- Principle:DataTalksClub Data engineering zoomcamp SQL Revenue Aggregation
- Principle:Apache Spark Programmatic Application Launch
- Principle:Openai Openai node Audio Translation
- Principle:Huggingface Datasets Python Utilities
- Principle:Protectai Llm guard PII Anonymization
Implementations
- Implementation:Apache Druid ExpressionEditorDialog
- Implementation:Mlc ai Mlc llm Medusa Model
- Implementation:MarketSquare Robotframework browser Locator Handler Keywords
- Implementation:Open compass VLMEvalKit SmolVLM
- Implementation:Guardrails ai Guardrails Docs Utils
- Implementation:CARLA simulator Carla MeshReconstruction
- Implementation:EvolvingLMMs Lab Lmms eval Cli Evaluate Task Test
- Implementation:Google deepmind Dm control MJCF Attribute
- Implementation:BerriAI Litellm Callback Controls
- Implementation:Wandb Weave Bump Version Release
Heuristics
- Heuristic:Apache Druid Auto Granularity Selection
- Heuristic:Langchain ai Langgraph Stream Mode Selection
- Heuristic:Apache Shardingsphere Shadow Routing Hint First Fallback
- Heuristic:Protectai Modelscan Stricter Zip Detection
- Heuristic:Bentoml BentoML Thread Env Vars Setting
- Heuristic:Hpcaitech ColossalAI Gradient Checkpointing Memory Tip
- Heuristic:Ggml org Llama cpp Thread Count Tuning
- Heuristic:Norrrrrrr lyn WAInjectBench LoRA Rank Alpha Selection
- Heuristic:Huggingface Datatrove Thundering Herd Prevention
- Heuristic:Sail sg LongSpec Triton Block Size Tuning
Environments
- Environment:Pyro ppl Pyro Visualization Tools
- Environment:Vllm project Vllm Python Dependencies
- Environment:Iterative Dvc Remote Storage Backends
- Environment:Iamhankai Forest of Thought Python CUDA Runtime
- Environment:Shiyu coder Kronos HuggingFace Hub Access
- Environment:Huggingface Alignment handbook Python Datasets
- Environment:Neuml Txtai API Server Configuration
- Environment:Apache Kafka Gradle Build Environment
- Environment:Kserve Kserve Python Runtime
- Environment:Lance format Lance Python Environment