Main Page
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Total Pages
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:Unslothai Unsloth Vision Model Finetuning
- Workflow:Openai Whisper Language Detection And Decoding
- Workflow:Diagram of thought Diagram of thought DoT Prompt Customization
- Workflow:Protectai Llm guard PII Anonymization Deanonymization
- Workflow:Openclaw Openclaw Agent Message Loop
- Workflow:Unstructured IO Unstructured Performance Profiling
- Workflow:Apache Kafka Docker Image Release
- Workflow:Huggingface Diffusers Text to Image Inference
- Workflow:Cypress io Cypress Component Test Execution
- Workflow:Axolotl ai cloud Axolotl QLoRA SFT Finetuning
Principles
- Principle:Protectai Llm guard Refusal Detection
- Principle:Langgenius Dify Document Upload
- Principle:Predibase Lorax Health Check Verification
- Principle:PrefectHQ Prefect Human Approval Gate
- Principle:Ray project Ray Multi Language Cluster Initialization
- Principle:Apache Druid Schema Definition
- Principle:Ggml org Llama cpp Model Download Management
- Principle:Huggingface Datatrove Duplicate Clustering
- Principle:FMInference FlexLLMGen Distributed Process Launching
- Principle:Ggml org Llama cpp PresetConfiguration
Implementations
- Implementation:DevExpress Testcafe CommandFormatter
- Implementation:BerriAI Litellm Redis Semantic Cache
- Implementation:Ggml org Ggml Opencl backend
- Implementation:CrewAIInc CrewAI ContextualAI Query Tool
- Implementation:Ollama Ollama Imagegen Engine Main
- Implementation:Eventual Inc Daft Set Runner Ray
- Implementation:Roboflow Rf detr RFDETR Train Config
- Implementation:OpenGVLab InternVL Dynamic Preprocess
- Implementation:Openclaw Openclaw RegisterLogsCli
- Implementation:LaurentMazare Tch rs Precompute Freqs Cis
Heuristics
- Heuristic:NVIDIA NeMo Curator Video Frame Sampling Strategy
- Heuristic:Alibaba ROLL Numerical Stability Epsilon
- Heuristic:VainF Torch Pruning Pruning Ratio vs Parameter Ratio
- Heuristic:NVIDIA TransformerEngine Attention Backend Selection
- Heuristic:BerriAI Litellm Streaming Loop Detection
- Heuristic:Zai org CogVideo Memory Optimization Strategies
- Heuristic:Fede1024 Rust rdkafka Manual Offset Store Pattern
- Heuristic:SqueezeAILab ETS Lambda Similarity Scaling
- Heuristic:Huggingface Datatrove MinHash Parameter Tuning
- Heuristic:DataExpert io Data engineer handbook Docker Volume Persistence Management
Environments
- Environment:Shiyu coder Kronos Qlib Data Environment
- Environment:Isaac sim IsaacGymEnvs Pip Dependencies
- Environment:Lance format Lance Rust Toolchain
- Environment:OpenHands OpenHands Third Party Runtime Credentials
- Environment:Norrrrrrr lyn WAInjectBench OpenAI API Credentials
- Environment:Helicone Helicone Python ClickHouse Migrations
- Environment:Bentoml BentoML Python Runtime
- Environment:CARLA simulator Carla Python API Runtime
- Environment:Huggingface Alignment handbook Python PEFT
- Environment:Vespa engine Vespa Docker OCI Container Runtime